{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "0b85a598",
"metadata": {},
"outputs": [],
"source": [
"from brian2 import *\n",
"\n",
"from adex_sine import *\n",
"\n",
"defaultclock.dt = 10 * us\n",
"\n",
"\n",
"class Model:\n",
" # Model type flags\n",
" SINE = 0\n",
" EXP2SYN = 1\n",
"\n",
" # Noise flags\n",
" HIGH = 0\n",
" LOW = 1\n",
" OFF = -1\n",
"\n",
" # Noise parameters\n",
" EXCITATORY_NOISE_VARIANCE = {HIGH: 0.5 * nS, LOW: 0.25 * nS, OFF: 0 * nS}\n",
" INHIBITORY_NOISE_VARIANCE = {HIGH: 1.25 * nS, LOW: 0.625 * nS, OFF: 0 * nS}\n",
"\n",
" # Noise mean conductance\n",
" EXCITATORY_CONDUCTANCE = 1 * nS\n",
" INHIBITORY_CONDUCTANCE = 4 * nS\n",
"\n",
" DEFAULT_PARAMETERS = {\n",
" \"sigma_flux\" : 6.75*pA, \n",
" \"c\": 85 * pF,\n",
" \"tau_w\": 18 * ms,\n",
" \"b\": 0.25 * nA,\n",
" \"a\": 1.3 * nS,\n",
" \"v_T\": -45 * mV,\n",
" \"v_thresh\": 0 * mV,\n",
" \"DeltaT\": 0.2 * mV,\n",
" # EQUILIBRIUM POTENTIAL\n",
" \"e_l\": -65 * mV,\n",
" \"e_ex\": 0 * mV,\n",
" \"e_in\": -70 * mV,\n",
" # CONDUCTANCES\n",
" \"g_l\": 3 * nS,\n",
" \"mu_ex\": 0 * nS,\n",
" \"mu_in\": 0 * nS,\n",
" # EXCITATORY NOISE\n",
" \"sigma_ex\": 0 * nS,\n",
" \"tau_noise_ex\": 3 * ms,\n",
" # INHIBITORY NOISE\n",
" \"sigma_in\": 0 * nS,\n",
" \"tau_noise_in\": 10 * ms,\n",
" # SINE INPUT\n",
" \"f\": 100 * Hz,\n",
" \"A\": 0 * pA,\n",
" \"i_injected\": 0 * pA,\n",
" \"v_reset\": -70 * mV,\n",
" # m current\n",
" \"g_adapt\": 10 * nS,\n",
" \"e_k\": -90*mV,\n",
" \"beta_z\": -35*mV,\n",
" \"gamma_z\": 4*mV, #5\n",
" \"tau_z\": 100*ms,\n",
" }\n",
"\n",
" def __init__(\n",
" self, n, *, stim=None, noise=None, resistance=None, additional_vars=()\n",
" ):\n",
" if resistance is None:\n",
" raise ValueError(\"Resistance must be specified\")\n",
"\n",
" if noise is None:\n",
" raise ValueError(\"Noise must be specified\")\n",
"\n",
" self.stim_type = stim\n",
" self._input_resistance = None\n",
" self._noise_level = None\n",
" self._duration = 0\n",
" self.recorded_vars = (\"v\",) + additional_vars\n",
"\n",
" self.neurons = self.set_default(n_neuron=n)\n",
" self.set_resistance(resistance)\n",
" self.set_noise(noise)\n",
"\n",
" self.spikes = None\n",
" self.spiker = None\n",
" self.synapses = None\n",
" self.inhib_synapses = None\n",
" self.smon = None\n",
" self.network = None\n",
" self.build_network()\n",
"\n",
" def create_model(self):\n",
" return ADEX_MODEL, self.DEFAULT_PARAMETERS\n",
"\n",
" def set_default(self, n_neuron):\n",
" model, parameters = self.create_model()\n",
"\n",
" neurons = NeuronGroup(\n",
" n_neuron,\n",
" model=model,\n",
" method=\"Euler\",\n",
" name=\"neurons\",\n",
" threshold=\"v > v_thresh\",\n",
" reset=\"v = v_reset; w += b\",\n",
" )\n",
"\n",
" for parameter, value in parameters.items():\n",
" neurons.__setattr__(parameter, value)\n",
"\n",
" neurons.v = neurons.e_l # remove most of transient\n",
"\n",
" return neurons\n",
"\n",
" def set_resistance(self, level):\n",
" if level == self.LOW:\n",
" exc_conductance = self.EXCITATORY_CONDUCTANCE\n",
" inhib_conductance = self.INHIBITORY_CONDUCTANCE\n",
"\n",
" else:\n",
" exc_conductance = inhib_conductance = 0\n",
"\n",
" self._input_resistance = level\n",
" self._set_variable(\"mu_ex\", exc_conductance)\n",
" self._set_variable(\"mu_in\", inhib_conductance)\n",
"\n",
" def set_noise(self, level):\n",
" if level == self.HIGH or level == self.LOW:\n",
" exc_noise = self.EXCITATORY_NOISE_VARIANCE[level]\n",
" inhib_noise = self.INHIBITORY_NOISE_VARIANCE[level]\n",
"\n",
" else:\n",
" exc_noise = inhib_noise = 0\n",
"\n",
" self._noise_level = level\n",
" self._set_variable(\"sigma_ex\", exc_noise)\n",
" self._set_variable(\"sigma_in\", inhib_noise)\n",
"\n",
" def set_injected_current(self, amplitude):\n",
" self._set_variable(\"i_injected\", amplitude)\n",
" self._set_variable(\"A\", 0 * pA)\n",
"\n",
" def set_stimulus_current(self, amplitude):\n",
" self._set_variable(\"A\", amplitude)\n",
" self._set_variable(\"i_injected\", 0 * pA)\n",
"\n",
" @property\n",
" def f(self):\n",
" return self.neurons.f\n",
"\n",
" @f.setter\n",
" def f(self, new_f):\n",
" self._set_variable(\"f\", new_f) # this will reset smon\n",
" if self.stim_type == self.EXP2SYN:\n",
" self.spiker.T = 1 / new_f\n",
"\n",
" def run(self, duration, report=\"stdout\"):\n",
" self._duration = duration\n",
" self.network.run(duration, report=report)\n",
"\n",
" def build_network(self):\n",
" self.smon = StateMonitor(\n",
" self.neurons, self.recorded_vars, record=True, name=\"smon\"\n",
" )\n",
" self.spikes = SpikeMonitor(self.neurons, name=\"spikes\")\n",
"\n",
" self.network = Network(self.neurons, self.smon, self.spikes)\n",
"\n",
" def _set_variable(self, name, value):\n",
" self.neurons.__setattr__(name, value)\n",
" self.reset_recording()\n",
"\n",
" def reset_recording(self):\n",
" try:\n",
" self.network\n",
" except AttributeError:\n",
" return # network not yet initialized\n",
"\n",
" self.network.remove(self.smon, self.spikes)\n",
"\n",
" self.smon = StateMonitor(\n",
" self.neurons, self.recorded_vars, record=True, name=\"smon\"\n",
" )\n",
" self.spikes = SpikeMonitor(self.neurons, name=\"spikes\")\n",
"\n",
" self.network.add(self.smon, self.spikes)\n",
"\n",
" @property\n",
" def spike_train(self):\n",
" return self.spikes.spike_trains()\n",
"\n",
" @property\n",
" def firing_rate(self):\n",
" return self.spikes.count / self.duration\n",
"\n",
" @property\n",
" def duration(self):\n",
" return self._duration\n",
"\n",
" @property\n",
" def input_resistance(self):\n",
" if self._input_resistance == self.HIGH:\n",
" return \"HIGH\"\n",
" else:\n",
" return \"LOW\"\n",
"\n",
" @property\n",
" def noise_level(self):\n",
" if self._noise_level == self.HIGH:\n",
" return \"HIGH\"\n",
" elif self._noise_level == self.LOW:\n",
" return \"LOW\"\n",
" else:\n",
" return \"NO\"\n",
"\n",
" def __repr__(self):\n",
" return f\"{self.neurons.N} Neurons with {self.input_resistance} input resistance and {self.noise_level} noise\"\n",
"\n",
" def __str__(self):\n",
" return self.__repr__()\n",
"\n",
" def store(self, name):\n",
" self.network.store(name)\n",
"\n",
" def restore(self, name):\n",
" self.network.restore(name)\n",
"\n",
" @property\n",
" def v(self):\n",
" return self.smon.v\n",
"\n",
" @property\n",
" def t(self):\n",
" return self.smon.t\n",
"\n",
" @property\n",
" def injected_current(self):\n",
" return self.neurons.i_injected\n",
"\n",
" @property\n",
" def stimulus_amplitude(self):\n",
" return self.neurons.A\n",
"\n",
"\n",
"class CurrentModel(Model):\n",
" def __init__(self, **kwargs):\n",
" super().__init__(stim=self.SINE, **kwargs)\n",
"\n",
" def create_model(self):\n",
" model, parameters = super().create_model()\n",
" model += CURRENT_INPUT\n",
"\n",
" return model, parameters\n",
"\n",
"\n",
"class SineModel(CurrentModel):\n",
" def create_model(self):\n",
" model, parameters = super().create_model()\n",
" model += SINE_INPUT\n",
"\n",
" return model, parameters\n",
"\n",
"\n",
"class SawModel(CurrentModel):\n",
" def create_model(self):\n",
" model, parameters = super().create_model()\n",
" model += SAW_INPUT\n",
"\n",
" return model, parameters\n",
"\n",
"\n",
"class SynapticModel(Model):\n",
" def __init__(self, **kwargs):\n",
" super().__init__(stim=self.EXP2SYN, **kwargs)\n",
"\n",
" SYNAPTIC_PARAMETERS = {\n",
" \"tau_input_1\": 0.4 * ms,\n",
" \"tau_input_2\": 4 * ms,\n",
" \"offset_A\": 1.48793507e-11,\n",
" \"offset_B\": -2.66359562e-08,\n",
" \"offset_C\": 1.77538800e-05,\n",
" \"offset_D\": -8.05925810e-04,\n",
" \"offset_E\": -3.51463644e-02,\n",
" \"offset_switch\": 0,\n",
" }\n",
"\n",
" def create_model(self):\n",
" model, parameters = super().create_model()\n",
" model += EXP2SYN_WAVEFORM + SUMMATION_OFFSET\n",
" parameters = {**parameters, **self.SYNAPTIC_PARAMETERS}\n",
"\n",
" return model, parameters\n",
"\n",
" def build_network(self):\n",
" super().build_network()\n",
" self.spiker = NeuronGroup(\n",
" self.neurons.N,\n",
" \"\"\"T : second (constant)\n",
" lastspike : second\"\"\",\n",
" threshold=\"timestep(t-lastspike, dt)>=timestep(T, dt)\",\n",
" reset=\"lastspike=t\",\n",
" )\n",
" self.spiker.T = 1 / self.neurons.f\n",
" self.synapses = Synapses(\n",
" self.spiker, self.neurons, on_pre=\"input_aux += 1\"\n",
" ) # connect input to neurons\n",
" self.synapses.connect(\"i==j\") # one synapse goes to one neuron\n",
"\n",
" self.network.add(self.spiker, self.synapses)\n",
"\n",
"\n",
"class SynapticCurrentModel(SynapticModel):\n",
" def __init__(self, offset=True, **kwargs):\n",
" self.offset = 1 if offset else 0\n",
" super().__init__(**kwargs)\n",
"\n",
" def create_model(self):\n",
" model, parameters = super().create_model()\n",
" model += CURRENT_INPUT + SYNAPTIC_INPUT_CURRENT\n",
" parameters = {**parameters, **{\"offset_switch\": self.offset}}\n",
"\n",
" return model, parameters\n",
"\n",
"\n",
"class SynapticConductanceModel(SynapticModel):\n",
" FLAT = 0\n",
" ACTIVE = 1\n",
"\n",
" CONDUCTANCE_PARAMETERS = {\n",
" \"A\": 0 * nS, # overwrite A to be conductance\n",
" \"g_i\": 1 * nS,\n",
" }\n",
"\n",
" INHIBITION_PARAMETERS = {\n",
" \"tau_inhibition_1\": 1 * ms,\n",
" \"tau_inhibition_2\": 10 * ms,\n",
" }\n",
"\n",
" def __init__(self, offset=ACTIVE, **kwargs):\n",
" self.offset = offset\n",
" super().__init__(**kwargs)\n",
"\n",
" def create_model(self):\n",
" model, parameters = super().create_model()\n",
" if self.offset == self.FLAT:\n",
" model += CONDUCTANCE_INPUT + SYNAPTIC_CONDUCTANCE_FLAT\n",
" parameters = {\n",
" **parameters,\n",
" **self.SYNAPTIC_PARAMETERS,\n",
" **self.CONDUCTANCE_PARAMETERS,\n",
" **{\"offset_switch\": 1},\n",
" }\n",
"\n",
" elif self.offset == self.ACTIVE:\n",
" model += CONDUCTANCE_INPUT + SYNAPTIC_CONDUCTANCE_STIM\n",
" parameters = {\n",
" **parameters,\n",
" **self.SYNAPTIC_PARAMETERS,\n",
" **self.CONDUCTANCE_PARAMETERS,\n",
" **self.INHIBITION_PARAMETERS,\n",
" }\n",
"\n",
" return model, parameters\n",
"\n",
" def build_network(self):\n",
" super().build_network()\n",
" if self.offset != self.ACTIVE:\n",
" return\n",
"\n",
" self.inhib_synapses = Synapses(\n",
" self.spiker, self.neurons, on_pre=\"input_inhib_aux += 1\", delay=2 * ms\n",
" ) # connect input to neurons\n",
" self.inhib_synapses.connect(\"i==j\") # one synapse goes to one neuron\n",
"\n",
" self.network.add(self.inhib_synapses)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "c82769f2",
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING Cannot use Cython, a test compilation failed: Microsoft Visual C++ 14.0 or greater is required. Get it with \"Microsoft C++ Build Tools\": https://visualstudio.microsoft.com/visual-cpp-build-tools/ (DistutilsPlatformError) [brian2.codegen.runtime.cython_rt.cython_rt.failed_compile_test]\n",
"INFO Cannot use compiled code, falling back to the numpy code generation target. Note that this will likely be slower than using compiled code. Set the code generation to numpy manually to avoid this message:\n",
"prefs.codegen.target = \"numpy\" [brian2.devices.device.codegen_fallback]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Starting simulation at t=0. s for a duration of 12. s\n",
"0.37218 s (3%) simulated in 10s, estimated 5m 12s remaining.\n",
"0.75567 s (6%) simulated in 20s, estimated 4m 58s remaining.\n",
"1.15787 s (9%) simulated in 30s, estimated 4m 41s remaining.\n",
"1.57376 s (13%) simulated in 40s, estimated 4m 25s remaining.\n",
"1.96461 s (16%) simulated in 50s, estimated 4m 15s remaining.\n",
"2.26734 s (18%) simulated in 1m 0s, estimated 4m 18s remaining.\n",
"2.6019 s (21%) simulated in 1m 10s, estimated 4m 13s remaining.\n",
"2.9493 s (24%) simulated in 1m 20s, estimated 4m 6s remaining.\n",
"3.33258 s (27%) simulated in 1m 30s, estimated 3m 54s remaining.\n",
"3.68595 s (30%) simulated in 1m 40s, estimated 3m 46s remaining.\n",
"4.0605 s (33%) simulated in 1m 50s, estimated 3m 35s remaining.\n",
"4.45727 s (37%) simulated in 2m 0s, estimated 3m 23s remaining.\n",
"4.75875 s (39%) simulated in 2m 10s, estimated 3m 18s remaining.\n",
"5.08602 s (42%) simulated in 2m 20s, estimated 3m 10s remaining.\n",
"5.42827 s (45%) simulated in 2m 30s, estimated 3m 2s remaining.\n",
"5.78454 s (48%) simulated in 2m 40s, estimated 2m 52s remaining.\n",
"6.13789 s (51%) simulated in 2m 50s, estimated 2m 42s remaining.\n",
"6.49914 s (54%) simulated in 3m 0s, estimated 2m 32s remaining.\n",
"6.86097 s (57%) simulated in 3m 10s, estimated 2m 22s remaining.\n",
"7.22081 s (60%) simulated in 3m 20s, estimated 2m 12s remaining.\n",
"7.58627 s (63%) simulated in 3m 30s, estimated 2m 2s remaining.\n",
"7.94249 s (66%) simulated in 3m 40s, estimated 1m 52s remaining.\n",
"8.30801 s (69%) simulated in 3m 50s, estimated 1m 42s remaining.\n",
"8.67463 s (72%) simulated in 4m 0s, estimated 1m 32s remaining.\n",
"9.02095 s (75%) simulated in 4m 10s, estimated 1m 23s remaining.\n",
"9.38223 s (78%) simulated in 4m 20s, estimated 1m 13s remaining.\n",
"9.73607 s (81%) simulated in 4m 30s, estimated 1m 3s remaining.\n",
"10.09719 s (84%) simulated in 4m 40s, estimated 53s remaining.\n",
"10.45766 s (87%) simulated in 4m 50s, estimated 43s remaining.\n",
"10.80838 s (90%) simulated in 5m 0s, estimated 33s remaining.\n",
"11.17485 s (93%) simulated in 5m 10s, estimated 23s remaining.\n",
"11.54555 s (96%) simulated in 5m 20s, estimated 13s remaining.\n",
"11.8871 s (99%) simulated in 5m 30s, estimated 3s remaining.\n",
"12. s (100%) simulated in 5m 33s\n"
]
},
{
"data": {
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},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#from models import Model, SynapticConductanceModel\n",
"from brian2 import *\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"\n",
"model = SynapticConductanceModel(resistance=Model.LOW, # Model.LOW, Model.HIGH\n",
" noise=Model.HIGH, n=50, # Model.OFF, Model.LOW, Model,HIGH\n",
" offset=SynapticConductanceModel.ACTIVE)\n",
"\n",
"\n",
"# model = SineModel(resistance=Model.LOW, # Model.LOW, Model.HIGH\n",
"# noise=Model.OFF, n=1, # Model.OFF, Model.LOW, Model,HIGH\n",
"# )\n",
"\n",
"\n",
"model.f = 200 * Hz\n",
"model.set_stimulus_current(400 * nS) # current should be scaled by 100x for Active Offset so (500nS is actually 5nS)\n",
"model._set_variable(\"i_injected\", 90 * pA)\n",
"\n",
"\n",
"model.run(12*second)\n",
"\n",
"spike_times = [s/ms for s in model.spike_train.values()]\n",
"\n",
"plt.eventplot(spike_times)\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "7f22e21e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[array([ 15.88, 67.6 , 114.5 , 152.57, 208.19, 266.57,\n",
" 348.38, 430.89, 507.91, 593.86, 676.41, 717.83,\n",
" 761.97, 833.51, 891.81, 953.18, 1000.08, 1046.55,\n",
" 1103.01, 1156.31, 1208.42, 1250.8 , 1320.44, 1373.04,\n",
" 1445.47, 1488.8 , 1543.38, 1586.36, 1669.63, 1722.75,\n",
" 1788.22, 1838.01, 1921.87, 1958.24, 2002.3 , 2053.31,\n",
" 2147.8 , 2202.48, 2255.97, 2300.79, 2355.75, 2439.08,\n",
" 2537.8 , 2575.86, 2671.07, 2742.4 , 2807.03, 2906.46,\n",
" 3006.63, 3067.54, 3161.66, 3257.32, 3348.05, 3417.52,\n",
" 3497.39, 3538.26, 3657.67, 3778.86, 3851.92, 4030.87,\n",
" 4096.13, 4155.3 , 4215.13, 4306.66, 4426.24, 4481.36,\n",
" 4576.53, 4642.04, 4681.58, 4726.71, 4772.41, 4815.92,\n",
" 4876.36, 4926.85, 5003.63, 5056.76, 5116.94, 5166.25,\n",
" 5244.15, 5292.45, 5346.28, 5416.48, 5476.02, 5581.64,\n",
" 5691.05, 5890.31, 5944.66, 6004.69, 6077. , 6117.93,\n",
" 6168. , 6213.33, 6266.19, 6305.23, 6380.36, 6441.52,\n",
" 6504.55, 6561.06, 6645.59, 6818.19, 6887. , 6932.16,\n",
" 7032.15, 7101.22, 7180.82, 7231.75, 7273.08, 7321.71,\n",
" 7374.69, 7438.02, 7531.63, 7577.17, 7636.05, 7687.63,\n",
" 7765.86, 7810.42, 7932.75, 7987.52, 8038.84, 8113.04,\n",
" 8156.17, 8207.33, 8337.26, 8442.95, 8501.95, 8551.65,\n",
" 8596.72, 8638.12, 8700.93, 8782.27, 8832.53, 8881.71,\n",
" 8932.85, 8987.32, 9075.98, 9144.61, 9181.17, 9291.69,\n",
" 9331.76, 9380.76, 9456.83, 9532.15, 9618.29, 9677.88,\n",
" 9779.93, 9841.49, 9887.78, 9940.69, 9992.4 , 10049.59,\n",
" 10091.59, 10157.49, 10199.54, 10263.01, 10301.74, 10362.36,\n",
" 10453.6 , 10526.89, 10577.63, 10631.62, 10669.47, 10703.98,\n",
" 10785.14, 10835.99, 10883.28, 10957.76, 11026.6 , 11097.4 ,\n",
" 11175.79, 11232.35, 11282.05, 11353.9 , 11415.36, 11476.58,\n",
" 11525.88, 11596.1 , 11654.26, 11697.67, 11831.78, 11882.32,\n",
" 11941.72, 11987.43]), array([ 13.51, 61.06, 114.64, 189.07, 233.63, 287.62,\n",
" 333.08, 373.09, 458.12, 522.23, 568.86, 676.93,\n",
" 736.92, 797.83, 836.8 , 900.71, 961.77, 1030.37,\n",
" 1067.2 , 1136.66, 1196.42, 1235.93, 1289.34, 1332.82,\n",
" 1436.28, 1486.83, 1544.44, 1579.37, 1664.2 , 1728.27,\n",
" 1762.23, 1817.1 , 1871.43, 1936.75, 1988.11, 2045.45,\n",
" 2102.48, 2142.26, 2248.77, 2321.05, 2365.34, 2466. ,\n",
" 2552.61, 2616.94, 2692.05, 2759.39, 2876.75, 2927.89,\n",
" 3061.9 , 3110.81, 3182.98, 3226.88, 3279.69, 3332.73,\n",
" 3358.64, 3471.78, 3510.97, 3584.66, 3647.69, 3691.27,\n",
" 3756.34, 3831.92, 3886.95, 3945.74, 4001.39, 4067.29,\n",
" 4117.41, 4176.84, 4218.32, 4261.88, 4327.77, 4423.66,\n",
" 4467.15, 4571.13, 4611.32, 4697.85, 4743.32, 4824.56,\n",
" 4886.95, 4924.31, 4990.08, 5059.23, 5116.68, 5198.83,\n",
" 5267.72, 5343.83, 5390.88, 5468.18, 5513.06, 5561.1 ,\n",
" 5646.78, 5727.07, 5847.97, 5956.04, 6007.55, 6062.29,\n",
" 6221. , 6276.87, 6350.58, 6425.76, 6482.52, 6562.09,\n",
" 6611.07, 6682.31, 6722.43, 6781.36, 6884.76, 6941.12,\n",
" 7012.44, 7115.65, 7154.17, 7213.38, 7256.03, 7308.17,\n",
" 7351.2 , 7472.21, 7537.53, 7587.76, 7653.81, 7781.69,\n",
" 7848.93, 7901.58, 7982.71, 8040.65, 8102.54, 8137.77,\n",
" 8172.45, 8247.53, 8301.22, 8350.81, 8468.75, 8511.32,\n",
" 8556.79, 8601.22, 8655.56, 8737.87, 8796.38, 8872.09,\n",
" 8931.23, 8992.31, 9035.99, 9071.76, 9162.14, 9221.27,\n",
" 9297.04, 9363.36, 9442.11, 9512.41, 9565.98, 9627.25,\n",
" 9688.34, 9751.71, 9811.01, 9877.05, 9966.05, 10076.6 ,\n",
" 10142.84, 10232.26, 10323.57, 10382.1 , 10442.87, 10508.49,\n",
" 10545.67, 10661.53, 10716.2 , 10833.41, 10885.89, 10936.71,\n",
" 10997.19, 11045.97, 11107.65, 11156.25, 11202.11, 11256.61,\n",
" 11317.11, 11361.16, 11448.51, 11549.4 , 11601.9 , 11646.82,\n",
" 11721.86, 11771.75, 11862.65, 11906.34, 11954.1 ]), array([ 13.42, 66.32, 195.75, 284.89, 331.36, 390.86,\n",
" 451.59, 508.78, 577.04, 622.17, 690.57, 741.93,\n",
" 827.24, 873.18, 927.38, 1018.93, 1062.03, 1171.59,\n",
" 1223.37, 1306.43, 1366.93, 1407.96, 1486.39, 1529.58,\n",
" 1637.14, 1727.01, 1776.11, 1822.37, 1901.5 , 1966.67,\n",
" 2017.67, 2067.59, 2132.14, 2197.09, 2268.77, 2340.87,\n",
" 2412.18, 2450.81, 2546.78, 2629.75, 2702.34, 2744.54,\n",
" 2801.79, 2842.42, 2911.71, 2968.55, 3018.15, 3064.43,\n",
" 3122.69, 3158.8 , 3222.17, 3350.97, 3431.34, 3497.76,\n",
" 3551.1 , 3608.66, 3657.16, 3721.49, 3771.23, 3846.28,\n",
" 3946.93, 4028.7 , 4075.58, 4136.72, 4173.59, 4225.53,\n",
" 4284.76, 4367.25, 4411.77, 4531.59, 4626.59, 4682.23,\n",
" 4758.14, 4812.35, 4866.35, 4923.8 , 4987.65, 5041.64,\n",
" 5112.64, 5196.56, 5241.68, 5287.39, 5361.45, 5412.42,\n",
" 5471.95, 5523.28, 5594.96, 5691.58, 5756.08, 5807.92,\n",
" 5852.26, 5912.62, 6012.11, 6061.55, 6136.54, 6198.76,\n",
" 6276.26, 6346.7 , 6443.83, 6504.71, 6547.81, 6586.45,\n",
" 6655.69, 6710.82, 6748.51, 6807.24, 6862.38, 6903.99,\n",
" 6981.33, 7026. , 7062.41, 7125.79, 7174.65, 7225.87,\n",
" 7282.69, 7332.39, 7367.46, 7433.02, 7491.2 , 7547.07,\n",
" 7609.68, 7661.98, 7697.36, 7734.94, 7793.87, 7875.77,\n",
" 7929.52, 7976.86, 8051.65, 8112.61, 8161.02, 8210.73,\n",
" 8261.12, 8310.98, 8356.83, 8412.44, 8471.82, 8522.3 ,\n",
" 8599.45, 8680.98, 8718.02, 8776.76, 8841.71, 8882.51,\n",
" 8931.74, 9006.06, 9067.24, 9165.17, 9237.49, 9301.82,\n",
" 9352.64, 9452.3 , 9533.9 , 9586.75, 9636.7 , 9667.63,\n",
" 9753.42, 9817.08, 9893.45, 9976.74, 10036.46, 10081.91,\n",
" 10145.27, 10231.28, 10277.71, 10364.18, 10402.86, 10447.94,\n",
" 10530.94, 10598.28, 10662.37, 10758.21, 10911.08, 10957.06,\n",
" 11037.67, 11096.08, 11147.15, 11198.49, 11279.01, 11336.74,\n",
" 11412.01, 11450.49, 11491.21, 11557.52, 11636.81, 11691.58,\n",
" 11737.47, 11782.92, 11822.71, 11877.83, 11908.01, 11967.62]), array([ 14.52, 66.23, 112.75, 206.54, 246.87, 296.45,\n",
" 396.83, 448.44, 521.65, 577.09, 611.65, 651.02,\n",
" 737.71, 813.95, 853.25, 910.8 , 952. , 988.67,\n",
" 1046.15, 1107.2 , 1170.97, 1231.1 , 1296.39, 1423.75,\n",
" 1472.77, 1521.12, 1587.69, 1624.45, 1691.05, 1752.06,\n",
" 1796.01, 1876.6 , 1917.35, 1978.11, 2101.37, 2166.11,\n",
" 2225.07, 2265.37, 2329.56, 2373.11, 2427.99, 2536.78,\n",
" 2584.9 , 2635.3 , 2734.13, 2777.76, 2848.65, 2981.74,\n",
" 3122.31, 3154.74, 3196.33, 3251.47, 3302.63, 3351.96,\n",
" 3391.73, 3441.94, 3498.27, 3536.72, 3578.46, 3642.95,\n",
" 3741.75, 3811.39, 3889.45, 3938.61, 4011.48, 4058.57,\n",
" 4111.71, 4226.78, 4302.21, 4346.62, 4396.84, 4433.22,\n",
" 4487.14, 4611.58, 4678.15, 4837.91, 4897.31, 4951.33,\n",
" 5016.55, 5072.34, 5116.63, 5183.4 , 5306.93, 5339.84,\n",
" 5381.6 , 5420.7 , 5510.7 , 5549.44, 5643.77, 5681.02,\n",
" 5751.64, 5792.87, 5851.3 , 5913.78, 5966.51, 6008.28,\n",
" 6056.92, 6241.23, 6316.22, 6412.49, 6481.06, 6531.39,\n",
" 6577.26, 6629.45, 6677.43, 6721.96, 6770.95, 6833.04,\n",
" 6977.75, 7049.41, 7097.17, 7129.24, 7186.23, 7237.93,\n",
" 7303.06, 7371.03, 7424.01, 7526.77, 7575.9 , 7623.59,\n",
" 7679.19, 7724.91, 7767.38, 7816.99, 7907.42, 7952.44,\n",
" 7993.64, 8127.88, 8176.21, 8247.68, 8287.48, 8331.32,\n",
" 8397.2 , 8447.77, 8547.03, 8633.29, 8685.35, 8782.34,\n",
" 8836.21, 8880.98, 8963.37, 9080.24, 9131.94, 9208.06,\n",
" 9265.7 , 9332.4 , 9394.16, 9433.92, 9502.23, 9577.94,\n",
" 9626.37, 9677.08, 9713.48, 9762.17, 9826.36, 9880.61,\n",
" 9921.74, 9981.9 , 10051.52, 10123.05, 10186.52, 10239.56,\n",
" 10346.74, 10398.42, 10472.98, 10542.48, 10628.25, 10717.12,\n",
" 10781.89, 10887.34, 10934.14, 10980.45, 11032.57, 11080.67,\n",
" 11158.78, 11202.15, 11240.96, 11292.41, 11381.42, 11486.28,\n",
" 11532.35, 11704.31, 11762.55, 11842.52, 11901.97, 11968.55]), array([ 15.02, 57.17, 117.36, 152.69, 206.71, 267.74,\n",
" 318.19, 373.83, 437.02, 488.33, 534.18, 592.4 ,\n",
" 662.93, 725.12, 792.18, 850.67, 894.84, 966.8 ,\n",
" 1014.22, 1121.76, 1225.96, 1277.13, 1337.93, 1387.22,\n",
" 1471.94, 1526.48, 1572.55, 1617.38, 1661.62, 1725.81,\n",
" 1783.69, 1826.65, 1867.62, 1942.59, 2068.01, 2112.65,\n",
" 2176.64, 2439.3 , 2611.97, 2682.41, 2721.96, 2773.82,\n",
" 2847.45, 2911.11, 3006.17, 3058.44, 3108.9 , 3152.13,\n",
" 3198.6 , 3237.39, 3310.07, 3370.5 , 3430.99, 3526.05,\n",
" 3606.03, 3651.82, 3711.93, 3776.33, 3825.15, 3866.8 ,\n",
" 3935.95, 3976.77, 4021.95, 4145.46, 4203.3 , 4276.07,\n",
" 4336.37, 4401.08, 4473.46, 4526.09, 4580.97, 4658.63,\n",
" 4696.53, 4746.67, 4809.08, 4851.84, 4898.99, 4949.25,\n",
" 4995.61, 5061.32, 5107.94, 5176.07, 5271.25, 5336.87,\n",
" 5467.58, 5520.59, 5572.09, 5629.51, 5665.51, 5746.63,\n",
" 5807.29, 5871.67, 5920.99, 6038.64, 6073.36, 6131.17,\n",
" 6195.61, 6236.61, 6289.22, 6372.32, 6476.92, 6528.09,\n",
" 6599.53, 6733.28, 6881.07, 6986.59, 7039.96, 7098.17,\n",
" 7169.48, 7223.08, 7275.62, 7316.91, 7356.44, 7412.3 ,\n",
" 7451.12, 7487.87, 7543.63, 7665.8 , 7697.09, 7737.68,\n",
" 7780.35, 7852.38, 7911.79, 7963.55, 8086.46, 8147.69,\n",
" 8218.49, 8257.51, 8302.06, 8361.33, 8443.16, 8512.39,\n",
" 8551.05, 8623.44, 8708.62, 8760.92, 8827.35, 8874.97,\n",
" 8916.77, 8968.87, 9027.3 , 9066.44, 9117.68, 9172.16,\n",
" 9242.16, 9309.02, 9448.74, 9522.71, 9576.42, 9647.57,\n",
" 9717.65, 9822.41, 9917.11, 9966.92, 10026.71, 10086.81,\n",
" 10147.72, 10186.37, 10241.14, 10296.73, 10346.92, 10451.1 ,\n",
" 10490.62, 10551.61, 10613.15, 10681.34, 10742.2 , 10794.09,\n",
" 10834.05, 10921.83, 10967.73, 11017.73, 11077.32, 11146.59,\n",
" 11198.13, 11288.52, 11357.07, 11422.1 , 11475.76, 11531.42,\n",
" 11582.29, 11631.89, 11693.12, 11732.48, 11773.13, 11819.48,\n",
" 11861.56, 11907.23, 11988.26]), array([ 20.44, 67.06, 124.07, 171.94, 227.11, 277.7 ,\n",
" 321.7 , 365.7 , 424.55, 517.5 , 645.6 , 709.55,\n",
" 743.78, 817.33, 860.51, 913.65, 981.76, 1035.69,\n",
" 1110.69, 1183.52, 1262.53, 1311.28, 1407.12, 1464.06,\n",
" 1517.15, 1627.75, 1671.87, 1716.53, 1826.41, 1897.75,\n",
" 2031.69, 2073.07, 2180.39, 2311.88, 2372.08, 2431.52,\n",
" 2508.95, 2552.41, 2602.04, 2667.84, 2721.54, 2857.84,\n",
" 2906.83, 2968.22, 3018.17, 3070.69, 3141.43, 3281.01,\n",
" 3330.4 , 3407.59, 3462.42, 3508.45, 3552.16, 3639.81,\n",
" 3708.08, 3749.71, 3821.7 , 3918.96, 3987.99, 4110.13,\n",
" 4166.76, 4242.56, 4361.22, 4437.28, 4485.66, 4526.85,\n",
" 4600.65, 4648.19, 4693.79, 4740.66, 4809.22, 4911.48,\n",
" 4997.26, 5047.09, 5145.87, 5194.9 , 5244.78, 5324.25,\n",
" 5451.27, 5507.67, 5591.37, 5656.18, 5711.15, 5754.24,\n",
" 5800.59, 5876.57, 5927.82, 5972.17, 6037.6 , 6113.25,\n",
" 6171.73, 6211.48, 6310.87, 6408.29, 6461.36, 6536.92,\n",
" 6593.02, 6682.05, 6731.68, 6772.36, 6862.7 , 6924.99,\n",
" 6968.44, 7054.64, 7149.62, 7188.4 , 7258.2 , 7357.83,\n",
" 7398.98, 7460.38, 7496.94, 7536.45, 7589.19, 7637.61,\n",
" 7705.72, 7771.8 , 7811.91, 7864.27, 7913.46, 7968.27,\n",
" 8064.12, 8111.85, 8161.31, 8200.62, 8243.25, 8296.88,\n",
" 8370.71, 8427.74, 8484.31, 8528.14, 8571.49, 8628.58,\n",
" 8677.43, 8735.02, 8791.37, 8882.86, 8937.65, 8982.43,\n",
" 9117.16, 9151.26, 9207.57, 9257.6 , 9304.55, 9376.6 ,\n",
" 9435.7 , 9502.9 , 9567.57, 9615.23, 9689.05, 9749.62,\n",
" 9811.25, 9855.53, 9906.95, 9956.55, 9999.95, 10037.12,\n",
" 10099.7 , 10158.48, 10191.9 , 10245.6 , 10286.31, 10336.6 ,\n",
" 10386.51, 10467.37, 10548.81, 10611.98, 10661.4 , 10731. ,\n",
" 10816.79, 10872.17, 10942.17, 10983.66, 11027.24, 11098.18,\n",
" 11163.28, 11216.91, 11286.32, 11346.85, 11391.37, 11447.03,\n",
" 11483.26, 11545.97, 11596.36, 11641.31, 11687.41, 11751.38,\n",
" 11801.94, 11843.44, 11893.98, 11941.82]), array([ 13.72, 67.15, 111.76, 162.01, 196.95, 272.31,\n",
" 328.03, 431.59, 502.62, 566.99, 635.97, 677.59,\n",
" 767.71, 813.39, 868.1 , 910.92, 967.08, 1017.36,\n",
" 1098.66, 1166.81, 1226.64, 1290.52, 1381.96, 1431.29,\n",
" 1518.06, 1651.93, 1753.15, 1805.53, 1854.58, 1913.56,\n",
" 1961.75, 2100.79, 2147.34, 2203.65, 2256.87, 2316.85,\n",
" 2406.14, 2447.65, 2528.2 , 2632.5 , 2716.92, 2844.81,\n",
" 2892.7 , 2940.74, 2992.48, 3041.71, 3111.27, 3198.77,\n",
" 3283.93, 3353.4 , 3398.07, 3448.33, 3516.82, 3567.06,\n",
" 3621.72, 3673.82, 3722.36, 3783.69, 3832.16, 3881.28,\n",
" 3921.56, 3972.93, 4018.47, 4062.98, 4116.14, 4187.29,\n",
" 4235.56, 4286.32, 4331.95, 4382.31, 4453.85, 4517.25,\n",
" 4567.03, 4632.6 , 4676.34, 4715.68, 4747.05, 4791.69,\n",
" 4847.09, 4898.64, 4938.92, 5039.66, 5081.87, 5123.67,\n",
" 5167.47, 5247.31, 5382.18, 5447.41, 5501.09, 5540.57,\n",
" 5620. , 5676.47, 5796.96, 5854.02, 5911.62, 5968.22,\n",
" 6027.92, 6066.41, 6130.71, 6201.94, 6261.43, 6304.74,\n",
" 6378.46, 6429.7 , 6492.23, 6601.05, 6702.92, 6761.96,\n",
" 6821.73, 6913.06, 6970.9 , 7083.7 , 7151.7 , 7230.8 ,\n",
" 7282.46, 7321.19, 7363.56, 7498.34, 7572.74, 7638.1 ,\n",
" 7758.18, 7803.06, 7846.29, 7892.39, 7946.63, 7977.12,\n",
" 8013.4 , 8061.41, 8097.23, 8177.93, 8243.86, 8286.19,\n",
" 8395.62, 8471.93, 8553.02, 8643.36, 8703.14, 8761.85,\n",
" 8797.11, 8852.63, 8891.35, 8979.18, 9042.94, 9153.69,\n",
" 9242.91, 9348.22, 9438.2 , 9493.55, 9551.44, 9593.63,\n",
" 9647.01, 9703.25, 9744.96, 9783.22, 9825.94, 9917.12,\n",
" 10035.77, 10084.66, 10136.01, 10176.93, 10241.36, 10292.18,\n",
" 10337.91, 10420.27, 10463.49, 10537.47, 10581.19, 10642.13,\n",
" 10689.29, 10772.8 , 10841.76, 10881.93, 10951.12, 11044.17,\n",
" 11102.66, 11180.69, 11243.95, 11301.66, 11357.9 , 11413.93,\n",
" 11459.32, 11505.94, 11578.08, 11631.33, 11716.31, 11757.83,\n",
" 11915.99, 11977.68]), array([ 16.65, 62.56, 173.57, 218.98, 268.44, 361.71,\n",
" 414.04, 485.78, 596.48, 681.03, 782.4 , 892.08,\n",
" 932.21, 977.31, 1067.66, 1241.98, 1301.75, 1364.37,\n",
" 1413.13, 1447.91, 1487.48, 1551.6 , 1605.93, 1680.07,\n",
" 1721.54, 1796.94, 1918.38, 2013.79, 2061.35, 2150.64,\n",
" 2216.06, 2267.57, 2316.97, 2371.25, 2417.87, 2462.09,\n",
" 2515.53, 2571.93, 2642.46, 2741.29, 2806.59, 2878. ,\n",
" 2921.16, 3001.16, 3070.55, 3126.34, 3186.5 , 3251.64,\n",
" 3334.23, 3386.42, 3451.09, 3516.54, 3616.2 , 3662.4 ,\n",
" 3772.39, 3865.65, 3906.87, 3970.98, 4020.7 , 4063.58,\n",
" 4121.9 , 4178.43, 4324.43, 4367.3 , 4410.83, 4502.89,\n",
" 4561.43, 4666.54, 4753.47, 4846.47, 4927. , 5008.07,\n",
" 5092.07, 5138.34, 5182.44, 5216.95, 5271.38, 5319. ,\n",
" 5364.4 , 5416.32, 5476.89, 5581.59, 5641.93, 5681.84,\n",
" 5756.48, 5796.77, 5891.58, 5964.5 , 6020.8 , 6062.32,\n",
" 6163.35, 6201.81, 6252.26, 6301.15, 6331.58, 6373.41,\n",
" 6421.47, 6496.21, 6562.16, 6698.27, 6764.46, 6804.07,\n",
" 6851.26, 6894.56, 6942.16, 6997.12, 7098.09, 7148.27,\n",
" 7201.89, 7252.4 , 7326.64, 7377.01, 7420.75, 7480.77,\n",
" 7594.52, 7646.47, 7676.76, 7728.02, 7774.3 , 7827.85,\n",
" 7866.21, 7943.79, 8005.98, 8051.25, 8178.3 , 8215.58,\n",
" 8281.96, 8326.61, 8370.67, 8431.57, 8526.74, 8582.32,\n",
" 8662.63, 8733.59, 8782.84, 8838.74, 8890.8 , 8992.24,\n",
" 9042.2 , 9110.68, 9192.1 , 9271.3 , 9313.75, 9400.83,\n",
" 9453.64, 9516.38, 9558.26, 9607.88, 9672.98, 9747.03,\n",
" 9851.19, 9957.73, 10006.56, 10047.64, 10122.51, 10169.17,\n",
" 10228.95, 10273.46, 10331.44, 10412.94, 10493. , 10590.8 ,\n",
" 10666.86, 10728.1 , 10786. , 10825.8 , 10891.21, 10952.47,\n",
" 11043.39, 11098.69, 11173.55, 11237.72, 11282.26, 11337.9 ,\n",
" 11386.94, 11487.9 , 11582.08, 11637.1 , 11681.06, 11738.5 ,\n",
" 11891.83, 11945.97, 11984.56]), array([ 42.89, 122.3 , 214.35, 291.67, 343.7 , 421.91,\n",
" 492.68, 567.09, 606.78, 681.19, 736.24, 792.93,\n",
" 832.29, 883.98, 949.41, 1021.31, 1116.65, 1170.74,\n",
" 1306.84, 1355.99, 1405.31, 1471.8 , 1507.31, 1557.03,\n",
" 1597. , 1683.1 , 1752.36, 1808.03, 1863.34, 1916.25,\n",
" 1959.82, 2026.86, 2082.3 , 2130.7 , 2253.14, 2326.27,\n",
" 2404.25, 2468.15, 2510.94, 2551.23, 2606.14, 2692.47,\n",
" 2733.38, 2788.58, 2857.41, 2906.39, 2948.88, 3036.95,\n",
" 3086.64, 3130.9 , 3176.95, 3292.38, 3340.91, 3407.31,\n",
" 3461.56, 3526.45, 3592.28, 3666.35, 3741.87, 3802.99,\n",
" 3917.25, 3970.93, 4037.59, 4081.7 , 4182.5 , 4276.73,\n",
" 4352.02, 4548.08, 4613.51, 4667.67, 4736.58, 4782.42,\n",
" 4862.01, 4906.42, 4957.18, 5003.39, 5040.95, 5107.03,\n",
" 5162.46, 5216.21, 5265.86, 5311.8 , 5426.72, 5480.98,\n",
" 5547.19, 5595.47, 5641.51, 5707.25, 5762.86, 5808.16,\n",
" 5855.95, 5930.55, 6036.8 , 6089.46, 6154.93, 6190.93,\n",
" 6237.69, 6295.73, 6421.41, 6501.96, 6583.23, 6637.19,\n",
" 6692.5 , 6728.4 , 6801.3 , 6864.56, 6949.38, 6997.38,\n",
" 7050.63, 7181.54, 7311.86, 7372.06, 7436.13, 7468.25,\n",
" 7513.47, 7566.91, 7609.39, 7666.81, 7711.47, 7756.35,\n",
" 7841.5 , 7895.15, 7967.85, 8064.74, 8171.73, 8230.2 ,\n",
" 8266.54, 8341.12, 8389.5 , 8460.6 , 8501.9 , 8583.27,\n",
" 8667.25, 8718.88, 8762.6 , 8857. , 8897.97, 8958.03,\n",
" 9001.33, 9071.83, 9136.03, 9198.43, 9251.9 , 9287.23,\n",
" 9332. , 9407.02, 9472.09, 9572.1 , 9779.71, 9829.58,\n",
" 9883.99, 9987.65, 10032.17, 10081.97, 10124.45, 10166.6 ,\n",
" 10277.37, 10346.71, 10392.7 , 10466.04, 10530.69, 10571.62,\n",
" 10622.91, 10663.8 , 10738.15, 10783.32, 10830.89, 10927.9 ,\n",
" 10971.12, 11026.24, 11094.67, 11155.43, 11217.81, 11265.22,\n",
" 11414.65, 11458.27, 11499.3 , 11581.19, 11622.61, 11712.92,\n",
" 11763.12, 11869.01, 11917.96, 11976.95]), array([ 13.75, 92.87, 139.25, 192.65, 263.23, 307. ,\n",
" 353.09, 421.41, 564.35, 650.5 , 715.99, 821.38,\n",
" 882.31, 928.21, 985.81, 1051.67, 1117.53, 1163.96,\n",
" 1220.9 , 1271.32, 1361.33, 1431.49, 1496.02, 1563.99,\n",
" 1637.61, 1688.12, 1735.97, 1776.57, 1829.65, 1877.64,\n",
" 1946.41, 2023.03, 2057.42, 2106.88, 2182.2 , 2261.42,\n",
" 2298.52, 2344.86, 2391.48, 2471.74, 2542.47, 2611.21,\n",
" 2709.04, 2777.55, 2811.18, 2871.68, 2946.59, 3002.46,\n",
" 3102.07, 3171.33, 3257.94, 3316.68, 3363.36, 3399.77,\n",
" 3437.19, 3496.31, 3555.8 , 3651.76, 3702.49, 3777.58,\n",
" 3862.31, 3941.65, 4026.05, 4081.84, 4132.1 , 4188.13,\n",
" 4251.55, 4303.02, 4350.98, 4396.82, 4471.79, 4601.97,\n",
" 4758. , 4860.23, 4940.58, 4981.49, 5043.64, 5086.14,\n",
" 5165.65, 5247.34, 5297.58, 5352.22, 5413.25, 5478.71,\n",
" 5568.32, 5637.17, 5746.36, 5797.12, 5887.52, 5943.46,\n",
" 5997.61, 6037.25, 6097.65, 6147.79, 6196.49, 6261.85,\n",
" 6307.04, 6363.36, 6436.14, 6482.33, 6536.11, 6587.71,\n",
" 6631.64, 6714.5 , 6757.17, 6837.77, 6927.12, 6976.48,\n",
" 7041.02, 7082.9 , 7153.76, 7210.91, 7263.07, 7312.87,\n",
" 7356.37, 7417.57, 7461.83, 7525.85, 7577.98, 7626.61,\n",
" 7742.56, 7796.78, 7862.34, 7922.5 , 7976.98, 8032.94,\n",
" 8081.71, 8148.19, 8192.55, 8236.02, 8278.59, 8330.94,\n",
" 8381.09, 8450.76, 8492.99, 8537.74, 8577.47, 8626.66,\n",
" 8687.91, 8762.5 , 8832.81, 8902.74, 8951.94, 9018.68,\n",
" 9076.87, 9133.68, 9196.65, 9236.1 , 9291.77, 9376.65,\n",
" 9426.06, 9517.66, 9601.58, 9661.35, 9701.2 , 9741.57,\n",
" 9787.76, 9856.68, 9941.25, 9991.69, 10027.93, 10150.92,\n",
" 10196.99, 10233.34, 10353.66, 10399.43, 10450.76, 10493.21,\n",
" 10531.06, 10570.46, 10664.33, 10716.57, 10792.76, 10846.71,\n",
" 10943.19, 11003. , 11063.45, 11117.79, 11186.86, 11236.97,\n",
" 11336.75, 11393.77, 11446.59, 11492.68, 11538.01, 11622. ,\n",
" 11670.71, 11710.6 , 11771.27, 11821.48, 11906.53, 11987.81]), array([ 17.2 , 72.81, 113.49, 167.22, 247.37, 283.4 ,\n",
" 377.17, 436.37, 487.61, 536. , 616.56, 657.91,\n",
" 730.77, 791.54, 835.68, 907.33, 966.08, 1038.48,\n",
" 1114.12, 1162.56, 1206.83, 1253.89, 1301.28, 1341.66,\n",
" 1418.45, 1462.65, 1525.94, 1577.16, 1650.67, 1701.72,\n",
" 1760.7 , 1806.15, 1867.01, 1921.9 , 2007.86, 2056.77,\n",
" 2121.79, 2186.05, 2246.74, 2288.29, 2363.96, 2466.43,\n",
" 2507.2 , 2556.29, 2602.97, 2671.73, 2718.09, 2776.74,\n",
" 2864.53, 2975.96, 3095.66, 3148.93, 3216.33, 3292. ,\n",
" 3351.6 , 3386.91, 3433.34, 3466.72, 3543.26, 3612.6 ,\n",
" 3669.69, 3737.64, 3799.12, 3841.82, 3883.11, 3941.73,\n",
" 3985.98, 4057.07, 4121.31, 4178.64, 4224.98, 4289.01,\n",
" 4346.09, 4565.86, 4642.36, 4676.09, 4753.07, 4823.71,\n",
" 4893.23, 4946.75, 4986.66, 5066.58, 5132.17, 5190.28,\n",
" 5256.39, 5311.74, 5406.82, 5503.68, 5559.17, 5642.71,\n",
" 5706.84, 5770.99, 5866.4 , 5912.91, 5966.87, 6011.58,\n",
" 6065.66, 6127.37, 6172.76, 6216.96, 6346.12, 6424.22,\n",
" 6471.88, 6540.89, 6597.12, 6681.52, 6732.38, 6791.85,\n",
" 6844.24, 6871.22, 6931.69, 6982.91, 7033.68, 7119.32,\n",
" 7162.01, 7206.97, 7271.21, 7406.58, 7461.67, 7500.93,\n",
" 7536.43, 7593.3 , 7640.44, 7681.67, 7755.42, 7807.08,\n",
" 7889.08, 7946.28, 8009. , 8067.29, 8106.47, 8191.96,\n",
" 8231.67, 8275.68, 8311.43, 8356.7 , 8406.43, 8451.92,\n",
" 8507.76, 8602.79, 8635.82, 8684.41, 8737.71, 8826.73,\n",
" 8882.24, 8920.69, 8996.91, 9036.52, 9092.56, 9137.37,\n",
" 9198.92, 9257.71, 9333.05, 9415.64, 9462.2 , 9604.1 ,\n",
" 9741.4 , 9826.23, 9896.92, 9961.6 , 10031.8 , 10081.48,\n",
" 10123.86, 10258.12, 10325.81, 10373.32, 10437.53, 10481.83,\n",
" 10586.51, 10666.64, 10734.85, 10806.28, 10845.31, 10895.94,\n",
" 10950.39, 11041.88, 11085.31, 11182.25, 11253.54, 11336.77,\n",
" 11435.86, 11506.15, 11592.12, 11652.44, 11724.19, 11780.84,\n",
" 11846.15, 11905.94, 11962.72]), array([ 13.56, 55.94, 95.82, 157.87, 202.35, 280.03,\n",
" 318.59, 382.11, 481.31, 565.75, 620.86, 675.83,\n",
" 751.63, 842.08, 901.64, 976.15, 1122.82, 1166.96,\n",
" 1249.05, 1301.59, 1346.84, 1423.07, 1472. , 1522.12,\n",
" 1618.2 , 1662.06, 1721.79, 1826.28, 1891.16, 1942.34,\n",
" 1983.26, 2038.39, 2107.63, 2164.75, 2207.5 , 2337.4 ,\n",
" 2377.86, 2413.75, 2457.17, 2547.46, 2652.27, 2686.38,\n",
" 2736.81, 2809.28, 2848.05, 2921.75, 3072.01, 3130.96,\n",
" 3178.5 , 3261.67, 3341.39, 3407.99, 3446.38, 3556.28,\n",
" 3604.59, 3661.96, 3717.35, 3756.43, 3806.54, 3844.87,\n",
" 3914.22, 3965.5 , 4020.78, 4088.34, 4145.99, 4241.35,\n",
" 4286.19, 4321.75, 4399.43, 4454.26, 4498.52, 4545.71,\n",
" 4597.62, 4651.23, 4732.44, 4786.56, 4891.61, 4962.8 ,\n",
" 5023.63, 5066.48, 5102.96, 5221.15, 5264.47, 5319.57,\n",
" 5380.2 , 5460.01, 5521.96, 5563.01, 5612.48, 5661.01,\n",
" 5709.08, 5761.32, 5800.24, 5848.77, 5887.79, 5936.62,\n",
" 5998.14, 6067.11, 6111.09, 6182.18, 6232.09, 6277.62,\n",
" 6352.47, 6406.68, 6438.04, 6501.64, 6551.61, 6602.34,\n",
" 6636.59, 6690.64, 6771.03, 6815.78, 6875.91, 6955.69,\n",
" 6996.84, 7051.24, 7112.41, 7162.59, 7220.31, 7286.05,\n",
" 7343.68, 7382.42, 7427.35, 7458.49, 7512.15, 7562.65,\n",
" 7653.9 , 7703.87, 7746.36, 7811.17, 7866.17, 7912.97,\n",
" 7967.11, 8017.38, 8068.05, 8122.47, 8171.41, 8216.08,\n",
" 8253.16, 8309.48, 8358.85, 8418.14, 8482.18, 8533.26,\n",
" 8621.78, 8668.5 , 8721.03, 8797.92, 8836.79, 8986.54,\n",
" 9058.34, 9101.13, 9171.04, 9237.78, 9306.89, 9366.62,\n",
" 9426.25, 9476.36, 9538. , 9593.47, 9653.09, 9736.84,\n",
" 9806.89, 9874.11, 9956.9 , 10021.96, 10071.76, 10121.43,\n",
" 10201.87, 10296.14, 10336.28, 10386.38, 10446.77, 10493.45,\n",
" 10528.7 , 10703.23, 10776.65, 10829.27, 10878.46, 10931.42,\n",
" 11014.81, 11063.12, 11103.2 , 11173.52, 11212.22, 11257.09,\n",
" 11307.11, 11367.53, 11433.53, 11476.01, 11524.53, 11577.84,\n",
" 11653.47, 11703.5 , 11763.75, 11821.97, 11911.35, 11964.04]), array([ 12.56, 51.06, 106.49, 173.64, 222.08, 266.78,\n",
" 316.04, 384.21, 451.83, 546.25, 616.51, 666.59,\n",
" 746.25, 826.43, 990.45, 1040.5 , 1104.33, 1167.4 ,\n",
" 1207.01, 1305.83, 1352.08, 1433.14, 1478.18, 1526.6 ,\n",
" 1581.73, 1640.03, 1719.19, 1801. , 1840.63, 1891.59,\n",
" 1968.49, 2016.2 , 2061.67, 2129.42, 2183.17, 2236.15,\n",
" 2291.74, 2354.19, 2396.53, 2448.37, 2499.79, 2552.17,\n",
" 2609.05, 2687.57, 2741.95, 2783.4 , 2850.89, 2887.45,\n",
" 2995.62, 3051.94, 3091.19, 3131.03, 3213.73, 3305.35,\n",
" 3342.92, 3388.76, 3436.93, 3497.82, 3580.37, 3641.08,\n",
" 3711.17, 3761.17, 3834.68, 3891.57, 3957.42, 4031.59,\n",
" 4089.05, 4157.5 , 4205.68, 4253.84, 4327.4 , 4463.69,\n",
" 4506.02, 4547.71, 4596.85, 4662.26, 4727.06, 4774.34,\n",
" 4820.36, 4896.09, 4976.51, 5025.18, 5091.66, 5131.88,\n",
" 5174.93, 5240.01, 5317.22, 5361.61, 5415.52, 5466.25,\n",
" 5508.25, 5588.16, 5654.3 , 5738.06, 5790.43, 5841.32,\n",
" 5892.19, 5956.18, 6038.2 , 6105.58, 6166.13, 6227.37,\n",
" 6306.99, 6376.49, 6427.01, 6491.41, 6530.44, 6612.59,\n",
" 6686.08, 6817.92, 6926.2 , 7036.66, 7080.16, 7161.04,\n",
" 7233.66, 7327.8 , 7372.44, 7467.55, 7516.86, 7616.43,\n",
" 7667.25, 7722.69, 7760.38, 7811.25, 7880.7 , 7919.06,\n",
" 7989.21, 8046.44, 8086.92, 8208.46, 8256.76, 8350.95,\n",
" 8397.89, 8441.17, 8492.76, 8606.43, 8667.32, 8713.21,\n",
" 8777.39, 8851.01, 8937.33, 9010.75, 9052.91, 9117.7 ,\n",
" 9216.9 , 9287.98, 9382.31, 9483.22, 9546.69, 9596.58,\n",
" 9662.87, 9717.63, 9801.74, 9876.55, 9914.81, 9981.3 ,\n",
" 10018.19, 10095.57, 10161.58, 10209.13, 10251.94, 10345.87,\n",
" 10405.26, 10461.1 , 10543.36, 10610.8 , 10640.79, 10683.17,\n",
" 10742.53, 10802.13, 10866.08, 10910.99, 10977.92, 11013.05,\n",
" 11112.93, 11158.45, 11219.6 , 11266.93, 11326.95, 11393.71,\n",
" 11439.44, 11486.95, 11536.37, 11587.97, 11636.94, 11706.29,\n",
" 11757.51, 11801.5 , 11856.26, 11895.66, 11943.57]), array([ 22.2 , 67.63, 126.17, 201.67, 250.24, 302.03,\n",
" 387.74, 488.41, 537.04, 577.36, 683.85, 717.51,\n",
" 778.2 , 817.54, 855.62, 937.6 , 987.92, 1037.65,\n",
" 1090.54, 1133.93, 1172.04, 1209.51, 1245.94, 1327.54,\n",
" 1392.08, 1432.57, 1495.36, 1544.13, 1603.68, 1737.45,\n",
" 1787.78, 1823.54, 1871.84, 1916.55, 1961.32, 2012.89,\n",
" 2051.22, 2112.12, 2171.04, 2227.15, 2272.69, 2326.98,\n",
" 2373.41, 2444.17, 2509.28, 2591.03, 2643.31, 2744.05,\n",
" 2821.04, 2875.01, 2987.82, 3039.93, 3087.16, 3139.69,\n",
" 3245.89, 3314.75, 3372.69, 3422.06, 3488.33, 3668.86,\n",
" 3720.69, 3796.71, 3840.85, 3880.56, 3941.67, 3976.71,\n",
" 4080.89, 4128.61, 4161.67, 4228.89, 4286.97, 4337.47,\n",
" 4381.79, 4435.63, 4485.2 , 4537.53, 4604.59, 4646.97,\n",
" 4723.56, 4757.34, 4817.38, 4873.07, 4920.19, 4987.63,\n",
" 5027.26, 5071.92, 5113.47, 5176.43, 5243.42, 5276.77,\n",
" 5316.34, 5375.58, 5418.03, 5480.17, 5527.25, 5593.84,\n",
" 5637.05, 5711.22, 5756.28, 5822.46, 5873.29, 5921. ,\n",
" 5972.26, 6006.13, 6082.07, 6137.46, 6176.9 , 6250.31,\n",
" 6287.04, 6338.57, 6396.78, 6486.5 , 6576.93, 6622.78,\n",
" 6716. , 6756.67, 6831.06, 6911.06, 6967.73, 7006.03,\n",
" 7050.34, 7120.1 , 7186.89, 7233.69, 7276.76, 7325.76,\n",
" 7381.31, 7427.39, 7502.15, 7552.47, 7615.19, 7687.93,\n",
" 7807.8 , 7859.04, 7913.22, 8014.04, 8081.16, 8212.5 ,\n",
" 8348.47, 8447.98, 8487.36, 8526.99, 8611.15, 8661.09,\n",
" 8721.82, 8762.4 , 8802.53, 8871.08, 8940.68, 8985.68,\n",
" 9025.33, 9069.07, 9117.76, 9195.86, 9241.56, 9330.59,\n",
" 9431.37, 9491.98, 9531.75, 9566.48, 9658.85, 9710.56,\n",
" 9816.32, 9863.17, 9910.74, 9953.39, 10004.53, 10068.13,\n",
" 10106.61, 10156.37, 10216.49, 10269.46, 10322.12, 10389.26,\n",
" 10431.96, 10481.21, 10534.12, 10638.29, 10678.79, 10731.69,\n",
" 10797.58, 10837.19, 10915.08, 10963.37, 11014.19, 11107.82,\n",
" 11196.62, 11259.88, 11316.17, 11388.11, 11526.73, 11601.59,\n",
" 11647.12, 11694.1 , 11757.41, 11841.67, 11951.96, 11999.97]), array([ 16.68, 87.44, 142.41, 211.65, 296.45, 385.03,\n",
" 439.29, 515.91, 566.45, 632.32, 726.54, 772.28,\n",
" 925.33, 966.8 , 1116.31, 1168.43, 1310.96, 1366.19,\n",
" 1420.9 , 1466.24, 1524.76, 1566.72, 1612.85, 1667.17,\n",
" 1734.44, 1781.4 , 1840.72, 1906.69, 1952.34, 1995.78,\n",
" 2041.72, 2116.77, 2187.67, 2250.45, 2301.27, 2355.39,\n",
" 2450.93, 2496.39, 2556.37, 2686.64, 2786.11, 2852.33,\n",
" 2909.57, 2957.92, 3037.68, 3122.2 , 3249.61, 3321.26,\n",
" 3391.43, 3443.02, 3495.97, 3561.3 , 3638.13, 3700.82,\n",
" 3782.94, 3861.35, 3911.78, 3976.86, 4071. , 4118.31,\n",
" 4212.62, 4275.14, 4331.66, 4407.05, 4462.96, 4526.51,\n",
" 4561.19, 4644.4 , 4766.48, 4827.28, 4872. , 4930.64,\n",
" 4998.44, 5038.34, 5084.01, 5133.04, 5189.38, 5227.53,\n",
" 5262.84, 5341.19, 5420.38, 5466.13, 5591.97, 5642.29,\n",
" 5692.61, 5746.61, 5794.47, 5858.05, 5907.19, 5946.6 ,\n",
" 6001. , 6043.71, 6080.94, 6161.89, 6216.36, 6301.61,\n",
" 6352.87, 6393.29, 6454.46, 6535.47, 6577.54, 6783.81,\n",
" 6852.31, 6968.69, 7018.92, 7091.19, 7141.53, 7182.58,\n",
" 7252.44, 7300.91, 7351.03, 7381.02, 7444.69, 7516.92,\n",
" 7575.72, 7686.86, 7755.87, 7843.89, 7892.64, 7980.72,\n",
" 8016.4 , 8056.02, 8122.18, 8176.95, 8229.13, 8277.22,\n",
" 8331.98, 8372.57, 8427.24, 8467.26, 8521.6 , 8581.9 ,\n",
" 8621.73, 8662.9 , 8701.85, 8752.55, 8822.16, 8870.92,\n",
" 8912.42, 9001.15, 9053.58, 9104.54, 9192.09, 9233.52,\n",
" 9280.73, 9351.11, 9491.44, 9535.79, 9620.15, 9680.1 ,\n",
" 9741.25, 9776.24, 9832.59, 9915.5 , 9981.92, 10080.44,\n",
" 10121.28, 10172.72, 10225.71, 10318.89, 10367.98, 10416.37,\n",
" 10454.18, 10567.68, 10636.97, 10682.97, 10727.75, 10776.54,\n",
" 10821.51, 10898.99, 10966.52, 11027.93, 11115.06, 11187.81,\n",
" 11263.37, 11357.04, 11486.36, 11538.03, 11602.36, 11667.84,\n",
" 11720.91, 11761.63, 11850.9 , 11886.24, 11953.47]), array([ 15.04, 62.48, 110.82, 167.95, 232.43, 279.77,\n",
" 311.56, 372.16, 437.52, 515.86, 596.89, 652.37,\n",
" 713.16, 751.8 , 812.84, 866.57, 906.75, 943.98,\n",
" 1002.49, 1116.44, 1153.15, 1208.52, 1256.23, 1326.03,\n",
" 1371.6 , 1437.38, 1513.62, 1586.11, 1623.28, 1672.18,\n",
" 1722.65, 1773.18, 1866.64, 1956.83, 2021.4 , 2107.66,\n",
" 2156.78, 2212.67, 2276.61, 2348.91, 2417.06, 2463.78,\n",
" 2518.62, 2555.12, 2607.21, 2698.63, 2761.52, 2801.62,\n",
" 2877.26, 2921.84, 3023.65, 3147.41, 3187.99, 3247.04,\n",
" 3342.55, 3423.2 , 3487.25, 3533.07, 3578.45, 3657.08,\n",
" 3708.39, 3762.6 , 3871.34, 3915.98, 3971.11, 4028.14,\n",
" 4067.37, 4170.24, 4221.19, 4258.86, 4299.86, 4349.08,\n",
" 4417.4 , 4506.16, 4545.76, 4647.46, 4705.77, 4803.58,\n",
" 4862.16, 4921.62, 4961.73, 5014.48, 5073.75, 5159.24,\n",
" 5224.43, 5270.97, 5337.11, 5409.75, 5456.51, 5518.54,\n",
" 5576.92, 5622.58, 5678.46, 5737.89, 5796.42, 5852.82,\n",
" 5995.29, 6056.4 , 6113.2 , 6174.45, 6212.25, 6297.4 ,\n",
" 6358.59, 6402.18, 6477.71, 6551.98, 6621.63, 6726.13,\n",
" 6862.65, 6921.9 , 6972.71, 7041.38, 7100.58, 7154.32,\n",
" 7203.37, 7268.69, 7316.05, 7373. , 7430.62, 7479.32,\n",
" 7561.69, 7611.29, 7664.68, 7706.92, 7752.75, 7816.13,\n",
" 7951.24, 8009.77, 8075.09, 8130.52, 8179.2 , 8247.4 ,\n",
" 8317.8 , 8435.6 , 8560.96, 8621.5 , 8686.47, 8748.72,\n",
" 8796.69, 8846.05, 8888.74, 8971.78, 9023.52, 9098.58,\n",
" 9141.28, 9198.03, 9256.39, 9305.16, 9352.63, 9454.84,\n",
" 9549.08, 9638.02, 9690.63, 9763.86, 9816.11, 9893.38,\n",
" 9974.16, 10022.64, 10075.58, 10128.72, 10167.84, 10251.88,\n",
" 10329.03, 10403.58, 10453.7 , 10515.27, 10563.69, 10607.79,\n",
" 10656.75, 10701.15, 10769.4 , 10813.34, 10863.11, 10918.56,\n",
" 10982.02, 11069.02, 11112.7 , 11166.22, 11223.24, 11291.45,\n",
" 11368.58, 11436.33, 11475.91, 11546.53, 11596.85, 11678.32,\n",
" 11736.67, 11787.64, 11857.8 , 11901.44, 11983.79]), array([ 16.42, 51.41, 115.34, 192.52, 257.08, 313.3 ,\n",
" 395.06, 471.42, 538.55, 608.24, 678.08, 716.05,\n",
" 756.27, 803.95, 840.98, 920.64, 956.25, 1031.2 ,\n",
" 1088.2 , 1141.6 , 1171.13, 1219.72, 1293.31, 1377.06,\n",
" 1462.22, 1511.6 , 1613.07, 1659.17, 1742.59, 1827.53,\n",
" 1866.78, 1918.55, 1971.38, 2056.39, 2127.64, 2216.85,\n",
" 2278.73, 2401.67, 2461.17, 2508.65, 2556.87, 2590.99,\n",
" 2641.84, 2681.17, 2713.3 , 2776.8 , 2942.06, 2999.24,\n",
" 3065.5 , 3116.88, 3232.3 , 3386.87, 3431.51, 3517.24,\n",
" 3577.72, 3622.08, 3676.39, 3749.43, 3796.42, 3852.28,\n",
" 3901.87, 3978.39, 4031.04, 4084.67, 4157.34, 4222.27,\n",
" 4291.05, 4371.31, 4406.89, 4476.68, 4573.07, 4616.84,\n",
" 4688.4 , 4767.93, 4841.65, 4946.3 , 4991.94, 5088.2 ,\n",
" 5132.99, 5212.38, 5251.82, 5319.66, 5371.62, 5435.69,\n",
" 5506.36, 5585.27, 5663.59, 5712.44, 5746.42, 5787.71,\n",
" 5846.89, 5907.63, 6008.88, 6072.84, 6117.44, 6200.75,\n",
" 6242.41, 6427.57, 6571.63, 6620.45, 6673.29, 6746.45,\n",
" 6796.15, 6883.09, 6980.82, 7064.63, 7111.47, 7161.52,\n",
" 7319.16, 7370.66, 7445.97, 7509.82, 7578.02, 7631.16,\n",
" 7671.97, 7721.5 , 7762.76, 7823.76, 7861.47, 7902.31,\n",
" 7970.96, 8028.93, 8073.15, 8111.08, 8172.95, 8211.61,\n",
" 8251.33, 8327.62, 8369.13, 8472.5 , 8530.7 , 8606.84,\n",
" 8646.34, 8740.39, 8793.55, 8838.47, 8902.1 , 8984.51,\n",
" 9051.8 , 9107.04, 9161.26, 9217.85, 9317.32, 9450.8 ,\n",
" 9512.5 , 9566.14, 9616.48, 9708.45, 9773.69, 9867.52,\n",
" 9937.62, 9999.85, 10057.02, 10176.82, 10306.51, 10392.55,\n",
" 10443.55, 10488.37, 10551.81, 10672.17, 10732.93, 10806.7 ,\n",
" 10858.3 , 10895.86, 10946.69, 10996.7 , 11047.21, 11102.36,\n",
" 11146.22, 11217.09, 11293.46, 11376.04, 11427.44, 11512.32,\n",
" 11586.85, 11687.29, 11760.74, 11794.79, 11860.33, 11981.45]), array([ 20.83, 62.8 , 112.66, 210.44, 286.91, 321.99,\n",
" 372.04, 418.48, 491.95, 541.86, 605.82, 716.42,\n",
" 770.87, 816.25, 857.76, 897.96, 958.29, 1013.17,\n",
" 1071.43, 1178.05, 1248.88, 1286.3 , 1341.94, 1408.83,\n",
" 1484.04, 1552.07, 1597.44, 1650.68, 1702.74, 1772.41,\n",
" 1821.43, 1907.18, 1950.76, 1997.63, 2087.2 , 2141.52,\n",
" 2208.51, 2328.04, 2424.6 , 2496.59, 2546.49, 2591.2 ,\n",
" 2652.07, 2691.44, 2752.02, 2797.19, 2856.47, 2926.21,\n",
" 3046.73, 3112.76, 3183.84, 3233.44, 3271.63, 3313.55,\n",
" 3355.75, 3452.77, 3537.38, 3591.47, 3666.69, 3721.37,\n",
" 3769.12, 3841.92, 3918.18, 3962.57, 4011.92, 4146.56,\n",
" 4221.4 , 4290.89, 4346.06, 4412.53, 4462.09, 4511.21,\n",
" 4571.82, 4622.04, 4697.17, 4789.11, 4854.8 , 4895.89,\n",
" 4992.53, 5048.46, 5191.23, 5237.23, 5281.63, 5318.2 ,\n",
" 5393.28, 5496.87, 5547.84, 5692.14, 5742.72, 5806.18,\n",
" 5845.24, 5887.19, 5936.53, 5998.43, 6071.37, 6121.95,\n",
" 6206.77, 6287.17, 6341.65, 6385.95, 6429.21, 6477.45,\n",
" 6556. , 6615.12, 6652.61, 6701.69, 6765.86, 6832.94,\n",
" 6882.14, 6953.41, 6994.62, 7036.04, 7118.22, 7163.89,\n",
" 7233.24, 7346.89, 7414.22, 7552.28, 7711.76, 7766.98,\n",
" 7811.68, 7887.53, 7923.35, 7975.88, 8038.03, 8103.28,\n",
" 8162.28, 8210.8 , 8286.84, 8327.18, 8389.66, 8486.94,\n",
" 8574.21, 8632.99, 8697.32, 8742.52, 8813.53, 8862.15,\n",
" 8902.53, 8971.79, 9028.46, 9070.98, 9157.23, 9191.61,\n",
" 9283.52, 9336.98, 9385.83, 9426.69, 9480.87, 9531.1 ,\n",
" 9565.54, 9638.23, 9832.39, 9877.68, 9931.53, 9981.46,\n",
" 10020.81, 10092.94, 10180.88, 10244.52, 10291.91, 10368.19,\n",
" 10422.98, 10487.2 , 10542.05, 10580.66, 10641.45, 10693.04,\n",
" 10761.44, 10808.69, 10877.4 , 10941.39, 10997.33, 11093.35,\n",
" 11144.26, 11186.75, 11252.81, 11296.69, 11348.96, 11398.25,\n",
" 11474.71, 11532.16, 11623.09, 11688.88, 11746.73, 11793.06,\n",
" 11851.63, 11892.95, 11971.47]), array([ 21.58, 59.54, 172.5 , 236.12, 346.43, 387.42,\n",
" 506.41, 565.83, 645.86, 687.36, 786.26, 842.51,\n",
" 897.17, 948.7 , 986.91, 1099.62, 1164.45, 1216.45,\n",
" 1258.05, 1320.55, 1367.09, 1421.82, 1502.31, 1550.36,\n",
" 1612.98, 1667.22, 1746.24, 1801.82, 1851.94, 1911.53,\n",
" 1966.16, 2007.56, 2066.55, 2124.3 , 2246.13, 2289.41,\n",
" 2338.85, 2453.91, 2527.13, 2567.42, 2622.88, 2695.38,\n",
" 2752.61, 2803.98, 2858.41, 2904.61, 3046.7 , 3091.31,\n",
" 3196.59, 3310.71, 3347.96, 3397.88, 3446.51, 3507.29,\n",
" 3636.44, 3702.25, 3743.04, 3792.17, 3906.84, 3947.4 ,\n",
" 4006.33, 4081.1 , 4151.08, 4235.09, 4302.8 , 4372.04,\n",
" 4425.84, 4467.02, 4541.19, 4587.34, 4644.44, 4715.89,\n",
" 4748.03, 4792.72, 4857.79, 4897.3 , 4947.43, 4996.24,\n",
" 5107.96, 5156.84, 5235.83, 5283.67, 5346.85, 5410.79,\n",
" 5467.52, 5552.04, 5702.66, 5761.87, 5837.71, 5903.98,\n",
" 5953.41, 6022.29, 6071.84, 6146.87, 6240.65, 6302.49,\n",
" 6412.95, 6479.16, 6571.27, 6663.37, 6752.9 , 6803.91,\n",
" 6879.66, 6961.79, 7042.13, 7102.43, 7176.86, 7236.49,\n",
" 7341.9 , 7411.67, 7474.99, 7548.57, 7590.69, 7628.86,\n",
" 7667.66, 7708.06, 7760.32, 7833.5 , 7872.96, 7935.7 ,\n",
" 7987.35, 8041.64, 8094.46, 8142.16, 8186.23, 8241.6 ,\n",
" 8351.06, 8398.94, 8462.55, 8509.34, 8582.15, 8630.83,\n",
" 8682.36, 8757.1 , 8786.44, 8853.82, 8907.25, 9000.89,\n",
" 9077.87, 9142.14, 9209.44, 9272.11, 9357.47, 9417.28,\n",
" 9455.91, 9524.27, 9563.07, 9612.23, 9658.77, 9751.45,\n",
" 9797.62, 9878. , 9941.89, 10001.25, 10051.53, 10101.26,\n",
" 10138.42, 10186.67, 10242.89, 10280.99, 10351.79, 10427.79,\n",
" 10476.36, 10518.1 , 10557.03, 10606.43, 10653.56, 10700.99,\n",
" 10746.46, 10806.3 , 10896.26, 10936.03, 10977.04, 11012.41,\n",
" 11062.81, 11192.61, 11290.38, 11345.76, 11406.43, 11448.47,\n",
" 11506.34, 11561.2 , 11626.22, 11676.52, 11770.71, 11865.84,\n",
" 11908.14, 11953.77, 11991.83]), array([ 21.38, 55.62, 94.57, 161.36, 221.59, 350.63,\n",
" 398.01, 447.78, 493.56, 550.87, 609.42, 661.05,\n",
" 718.15, 773.43, 847.03, 926.44, 986.97, 1026.04,\n",
" 1082.05, 1136.86, 1188.63, 1236.37, 1297.39, 1352.58,\n",
" 1436.08, 1504.1 , 1612.9 , 1651.38, 1735.2 , 1812.44,\n",
" 1861.6 , 1926.7 , 2042.89, 2159.44, 2211.66, 2264.12,\n",
" 2330.71, 2382.68, 2424.41, 2464.22, 2552.69, 2645.54,\n",
" 2741.15, 2791.81, 2874.38, 2974.35, 3071.17, 3146.78,\n",
" 3187.38, 3232.36, 3291.82, 3344.01, 3405.94, 3481.54,\n",
" 3546.75, 3606.9 , 3652.66, 3713.84, 3756.08, 3836.32,\n",
" 3918.42, 3963.02, 4025.21, 4096.96, 4149.14, 4203.9 ,\n",
" 4256.24, 4332.94, 4380.96, 4481.55, 4527.63, 4567.57,\n",
" 4621.89, 4677.71, 4761.34, 4825.87, 4885.35, 4938.47,\n",
" 4983.34, 5060.88, 5158.11, 5202.45, 5263.58, 5328.52,\n",
" 5391.38, 5435.43, 5483.83, 5601.86, 5661.55, 5696.98,\n",
" 5756.96, 5807.07, 5870.65, 5916.81, 5983.96, 6037.78,\n",
" 6076.61, 6110.85, 6195.98, 6267.68, 6326.38, 6398.54,\n",
" 6507.77, 6577.92, 6646.43, 6726.14, 6782.23, 6822.61,\n",
" 6903.63, 6942.69, 6990.77, 7079.53, 7134.31, 7197.26,\n",
" 7256.66, 7327.2 , 7447.45, 7503.47, 7546.16, 7608.08,\n",
" 7652.19, 7690.89, 7732.42, 7795.84, 7871.19, 7931.14,\n",
" 7988.68, 8043.57, 8116.45, 8161.15, 8216.78, 8263.23,\n",
" 8311.87, 8356.49, 8425.05, 8491.63, 8556.4 , 8601.03,\n",
" 8638.82, 8704.69, 8816.92, 8867.87, 8907.03, 8988.05,\n",
" 9041.16, 9106.26, 9152.92, 9210.73, 9266.67, 9323.29,\n",
" 9387.75, 9455.78, 9551.81, 9609.62, 9661.92, 9762.22,\n",
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" 10179.34, 10232.36, 10271.87, 10320.84, 10379.85, 10461.43,\n",
" 10532.96, 10588.99, 10677.16, 10723.48, 10818.8 , 10877.33,\n",
" 10947.22, 11029.74, 11106.46, 11166.96, 11331.62, 11376.02,\n",
" 11424.79, 11487.49, 11556.41, 11671.07, 11716.85, 11786.75,\n",
" 11842.44, 11884.13, 11941.22]), array([ 16.35, 68.55, 142.93, 217.77, 286.87, 337.83,\n",
" 382.51, 431.81, 583.59, 708.5 , 820.97, 881.33,\n",
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" 1392.15, 1441.45, 1486.92, 1526.68, 1586.97, 1640.63,\n",
" 1687.17, 1747.96, 1822.63, 1882.68, 1946.79, 1996.69,\n",
" 2048.76, 2120.32, 2192.63, 2297.15, 2346.44, 2405.42,\n",
" 2449.38, 2516.96, 2569.01, 2646.57, 2689.31, 2737.31,\n",
" 2837.77, 2883.86, 2942.29, 2979.45, 3046.85, 3082.54,\n",
" 3136.56, 3181.69, 3221.66, 3267.3 , 3330.82, 3379.09,\n",
" 3422.98, 3479.1 , 3538.32, 3592.45, 3721.99, 3792.1 ,\n",
" 3831.71, 3926.77, 3966.13, 4081.21, 4117.05, 4158.47,\n",
" 4221.53, 4332.28, 4376.23, 4462.32, 4504.33, 4562.58,\n",
" 4664.09, 4718.12, 4758.89, 4813.22, 4847.73, 4899.11,\n",
" 4948.31, 5026.27, 5101.85, 5155.84, 5231.97, 5276.2 ,\n",
" 5360.72, 5436.42, 5537.32, 5597.88, 5731.34, 5787.46,\n",
" 5830.84, 5891. , 6121.19, 6290.82, 6364.61, 6442.67,\n",
" 6491.74, 6616.88, 6696.52, 6772.8 , 6811.33, 6889.17,\n",
" 6948.16, 7002.42, 7071.76, 7112.67, 7162.31, 7254.4 ,\n",
" 7298.65, 7338.27, 7381.33, 7442.54, 7499.31, 7559.32,\n",
" 7642. , 7711.72, 7809.23, 7872.98, 7921.45, 7972.14,\n",
" 8036.46, 8081.89, 8127.92, 8211.31, 8258.5 , 8321.85,\n",
" 8381.48, 8450.44, 8512.44, 8607.02, 8667.85, 8772.44,\n",
" 8824.39, 8877.16, 8971.5 , 9036.59, 9101.03, 9146.66,\n",
" 9213.4 , 9324.15, 9416.18, 9542.56, 9627.62, 9679.11,\n",
" 9731.92, 9776.43, 9818.41, 9856.95, 9924.08, 9997.09,\n",
" 10083.38, 10126.22, 10221.99, 10262.44, 10311.72, 10362.31,\n",
" 10446.03, 10491.97, 10536.41, 10611.35, 10665.16, 10711.83,\n",
" 10785.81, 10846. , 10897.56, 10935.39, 11027.35, 11062. ,\n",
" 11111.35, 11162.51, 11198. , 11251.14, 11298.34, 11407.76,\n",
" 11458.6 , 11498.16, 11542.34, 11582.6 , 11661.52, 11701.91,\n",
" 11811.13, 11876.3 , 11952.49]), array([ 27.55, 81.41, 156.83, 226.02, 306.97, 413.69,\n",
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" 1091.68, 1167.27, 1227.47, 1287.62, 1332.09, 1396.52,\n",
" 1436.2 , 1492.35, 1583.11, 1640.45, 1706.38, 1765.27,\n",
" 1837.73, 1887.76, 1946.71, 1996.15, 2082.54, 2148.34,\n",
" 2213.17, 2292.38, 2361.96, 2411.84, 2586.23, 2643.68,\n",
" 2683.74, 2737.98, 2778.57, 2821.31, 2861.76, 2911.9 ,\n",
" 2996.11, 3031.8 , 3080.23, 3136.61, 3196.46, 3246.8 ,\n",
" 3325.01, 3367.95, 3435.81, 3521.6 , 3577.57, 3621.14,\n",
" 3711.12, 3767.9 , 3846.18, 3939.18, 3983.42, 4106.47,\n",
" 4155.68, 4203.35, 4263.12, 4325.5 , 4375.35, 4431.7 ,\n",
" 4493.02, 4537.23, 4597.55, 4665.19, 4727.49, 4801.5 ,\n",
" 4855.62, 4906.74, 4956.23, 5016.73, 5078.17, 5161.82,\n",
" 5246.81, 5301.15, 5380.89, 5422.81, 5456.73, 5503.29,\n",
" 5586.45, 5627.33, 5677.04, 5720.75, 5766.5 , 5818.63,\n",
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" 6660.37, 6716.19, 6782.75, 6826.3 , 6892.64, 6931.88,\n",
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" 7486.54, 7548.34, 7631.48, 7709.59, 7751.73, 7831.39,\n",
" 7921.96, 8028.34, 8066.52, 8118.78, 8217.76, 8271.2 ,\n",
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" 8852.04, 8894.05, 8972.68, 9054.18, 9096.8 , 9169.38,\n",
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" 9954.98, 10045.52, 10083.02, 10226.67, 10278.25, 10350.56,\n",
" 10408.62, 10445.66, 10531.57, 10619.03, 10667.61, 10751.32,\n",
" 10803.59, 10872.14, 10910.71, 10973.32, 11052.09, 11116.69,\n",
" 11162.15, 11242.94, 11285.99, 11328.72, 11408.38, 11451.77,\n",
" 11493.3 , 11568.09, 11602.41, 11652.74, 11743.22, 11797.12,\n",
" 11887.1 , 11956.66]), array([ 16.48, 91.54, 171.27, 232.06, 288.74, 360.91,\n",
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" 926.86, 971.74, 1042.26, 1138.82, 1208.79, 1296.57,\n",
" 1341.53, 1417.7 , 1468.15, 1511.42, 1598.54, 1678.13,\n",
" 1728.43, 1876.58, 1967.11, 2016.14, 2106.47, 2222.59,\n",
" 2267.64, 2364.44, 2437. , 2512.69, 2591.23, 2649.21,\n",
" 2713.32, 2769.53, 2831.04, 2870.42, 2927.32, 2999.18,\n",
" 3060.69, 3179.29, 3228. , 3271.52, 3511.54, 3570.19,\n",
" 3639.16, 3745.66, 3843.33, 3880.16, 3959.56, 4003.23,\n",
" 4051.5 , 4112. , 4211.5 , 4256.81, 4333.66, 4391.32,\n",
" 4439.77, 4472.89, 4560.78, 4593.84, 4721.22, 4787.21,\n",
" 4883.69, 4953.61, 5002.06, 5056.37, 5102.35, 5176.12,\n",
" 5211.85, 5266.91, 5347.82, 5406.41, 5461.63, 5518.56,\n",
" 5566.36, 5644.85, 5697.38, 5786.15, 5838.27, 5880.27,\n",
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" 6296.52, 6335.26, 6391.28, 6441.58, 6517.75, 6576.32,\n",
" 6626.78, 6673.24, 6742.5 , 6813.59, 6902.4 , 6937.5 ,\n",
" 7076.76, 7123.03, 7217.01, 7293.19, 7352.76, 7451.94,\n",
" 7511.61, 7568.12, 7662.19, 7723.13, 7817.25, 7884.25,\n",
" 7940.85, 7988.14, 8063.06, 8128.6 , 8173.06, 8237.62,\n",
" 8391.96, 8447.44, 8501.09, 8553.56, 8612.08, 8674.4 ,\n",
" 8727.16, 8761.49, 8847.25, 8924.88, 9001.04, 9096.65,\n",
" 9156.1 , 9216.39, 9266.55, 9412.54, 9487.33, 9531.82,\n",
" 9632.84, 9680.18, 9736.44, 9793.5 , 9851.96, 9924.87,\n",
" 10001.61, 10062.79, 10127.34, 10183.14, 10317.01, 10385.57,\n",
" 10432.77, 10488.62, 10523.11, 10561.36, 10606.13, 10675.83,\n",
" 10718.14, 10757.21, 10806.71, 10895.79, 11040.7 , 11146.34,\n",
" 11203.99, 11247.99, 11317.37, 11386.89, 11431.6 , 11472.83,\n",
" 11541.82, 11591.69, 11672.95, 11768.74, 11836.86, 11891.95,\n",
" 11994.16]), array([ 13.26, 112.1 , 160.82, 212.14, 271.92, 307.47,\n",
" 377.69, 516.28, 552.44, 591.36, 642.74, 694.13,\n",
" 752.94, 790.99, 841.21, 897.51, 955.95, 1005.98,\n",
" 1081.16, 1133.36, 1225.56, 1293.72, 1351.48, 1392.36,\n",
" 1466.71, 1552.88, 1592.06, 1648.57, 1680.17, 1731.4 ,\n",
" 1791.17, 1872.4 , 1957.33, 2070.83, 2112.71, 2151.37,\n",
" 2191.13, 2241.28, 2283.14, 2381.43, 2448.4 , 2503.11,\n",
" 2591.56, 2633.87, 2696.36, 2748.35, 2826.55, 2883.09,\n",
" 2966.13, 3027.18, 3067.06, 3143.25, 3192.2 , 3260.65,\n",
" 3326.29, 3380.02, 3416.06, 3517.24, 3591.46, 3637. ,\n",
" 3691.62, 3751.62, 3806.76, 3953.08, 4002.33, 4062.55,\n",
" 4111.96, 4192.38, 4256.86, 4302.15, 4346.56, 4392.23,\n",
" 4459.64, 4525.46, 4578.49, 4631.86, 4681.22, 4760.67,\n",
" 4806.69, 4874.67, 4922.7 , 4989.81, 5038.24, 5082.41,\n",
" 5136.45, 5177.34, 5226.55, 5287.73, 5401.68, 5492.72,\n",
" 5566.56, 5644.58, 5697.34, 5737.08, 5836.3 , 5922.23,\n",
" 5988.46, 6038.24, 6076.72, 6122.65, 6231.12, 6321.62,\n",
" 6472.77, 6530.06, 6576.59, 6644.61, 6696.23, 6741.14,\n",
" 6815.56, 6900.05, 6933.24, 6991.37, 7057.55, 7149.14,\n",
" 7212.34, 7241.18, 7296.91, 7342.28, 7391.69, 7452.51,\n",
" 7501.57, 7556.61, 7636.31, 7691.48, 7738.03, 7826.41,\n",
" 7872.83, 7920. , 7959.22, 8033.1 , 8079.85, 8126.99,\n",
" 8232.07, 8302.83, 8357.46, 8413.65, 8523.72, 8566.39,\n",
" 8634.83, 8711.72, 8808.35, 8858.85, 8906.87, 9056.93,\n",
" 9106.72, 9180.65, 9231.36, 9296.59, 9396.43, 9436.53,\n",
" 9501.08, 9563.91, 9626.25, 9680.8 , 9741.31, 9787.75,\n",
" 9831.17, 9923.53, 9968.69, 10043.58, 10081.4 , 10162.95,\n",
" 10233.1 , 10343.78, 10389.64, 10489.05, 10521.28, 10567.22,\n",
" 10634.35, 10690.4 , 10736.47, 10831.91, 10932.39, 11008.16,\n",
" 11092.45, 11140.86, 11188.69, 11257.5 , 11336.11, 11377.83,\n",
" 11431.97, 11511.15, 11586.58, 11655.81, 11715.63, 11758.26,\n",
" 11818.42, 11878.52, 11973.36]), array([ 66.31, 223.55, 342. , 445.28, 500.21, 551.71,\n",
" 608.6 , 670.79, 788.16, 892.93, 958.61, 1002.64,\n",
" 1051.15, 1135.95, 1198.07, 1251.66, 1291.84, 1351.42,\n",
" 1427.16, 1478.83, 1544.68, 1637.57, 1746.49, 1787.58,\n",
" 1866.17, 1952.06, 1997.25, 2061.67, 2117.32, 2151.83,\n",
" 2202.4 , 2241.15, 2280.82, 2338.7 , 2423.37, 2472.3 ,\n",
" 2549.97, 2606.35, 2665.49, 2706.73, 2760.51, 2807.07,\n",
" 2852.35, 2905.88, 2947.38, 2991.58, 3070.79, 3146.58,\n",
" 3212.21, 3262.96, 3318.77, 3371.86, 3417.89, 3476.65,\n",
" 3517.33, 3563.89, 3605.16, 3687.13, 3727.11, 3839.27,\n",
" 3895.7 , 3977.13, 4046.48, 4118.23, 4165.43, 4242.1 ,\n",
" 4335.01, 4391.78, 4494.91, 4543.32, 4604.2 , 4650.53,\n",
" 4833.55, 4936.77, 4973.03, 5045.8 , 5092. , 5130.6 ,\n",
" 5176.27, 5254.55, 5301.13, 5359.04, 5406.44, 5443.9 ,\n",
" 5507.43, 5588.67, 5685.94, 5765.71, 5826.12, 5902.61,\n",
" 5966.25, 6036.1 , 6147.54, 6252.1 , 6311.71, 6363.98,\n",
" 6407.14, 6486.8 , 6528.56, 6661.39, 6736.94, 6782.76,\n",
" 6857.47, 6901.09, 6945.97, 6997.02, 7081.77, 7128.23,\n",
" 7171.77, 7208.42, 7252.52, 7296.8 , 7365.75, 7406.18,\n",
" 7451.8 , 7557.1 , 7602.09, 7650.31, 7707.08, 7781.34,\n",
" 7822.62, 7886.97, 7927.96, 7971.23, 8031.8 , 8086.49,\n",
" 8163.97, 8252.11, 8298.71, 8462.01, 8548.43, 8642.6 ,\n",
" 8736. , 8782.21, 8853.09, 8890.35, 8951.59, 8989.88,\n",
" 9048.36, 9096.92, 9166.7 , 9218.15, 9271.12, 9315.66,\n",
" 9396.47, 9460.47, 9520.7 , 9574.11, 9631.88, 9703.21,\n",
" 9748.09, 9789.46, 9837.99, 9916.48, 9997.73, 10062.88,\n",
" 10106.78, 10202.4 , 10311.96, 10364.16, 10486.03, 10541.31,\n",
" 10593.27, 10648.39, 10726.9 , 10840.06, 11054.06, 11136.69,\n",
" 11186.67, 11238.42, 11360. , 11418.83, 11478.49, 11535.43,\n",
" 11618.26, 11693.04, 11790.85, 11834.53, 11876.23, 11914.98]), array([ 35.83, 132.11, 185.91, 317. , 363.59, 422.31,\n",
" 471.71, 551.18, 587.56, 644.07, 696.96, 754.19,\n",
" 826.65, 897.01, 991.4 , 1052.58, 1091.19, 1152.81,\n",
" 1207.69, 1277.6 , 1332.54, 1372.2 , 1422.9 , 1475.99,\n",
" 1521.43, 1557.5 , 1630.77, 1695.19, 1763.6 , 1823.65,\n",
" 1866.77, 1930.7 , 1981.4 , 2014.41, 2066.5 , 2132.43,\n",
" 2198.41, 2256.43, 2323.2 , 2386.17, 2447.26, 2486.93,\n",
" 2523.67, 2594.69, 2666.29, 2732.46, 2806.18, 2847.02,\n",
" 2911.89, 2972.05, 3021.86, 3064.33, 3126.32, 3294.14,\n",
" 3356.5 , 3441.36, 3516.82, 3563.53, 3617.42, 3686.24,\n",
" 3743.38, 3826.97, 3922.69, 3982.21, 4029.91, 4088. ,\n",
" 4145.89, 4177.14, 4222.24, 4266.74, 4343.61, 4393.22,\n",
" 4447. , 4541.22, 4597.24, 4664.22, 4707.05, 4747.57,\n",
" 4796.91, 4856.42, 4952.38, 5006.57, 5051.12, 5159.39,\n",
" 5212.82, 5307.23, 5383.27, 5426.38, 5514.21, 5585.07,\n",
" 5632.23, 5681.66, 5748.68, 5795.16, 5835.44, 5910.38,\n",
" 5965.3 , 6025.94, 6072.23, 6111.92, 6171.39, 6241.13,\n",
" 6277.91, 6373.47, 6465.83, 6536.47, 6690.72, 6769.42,\n",
" 6862.65, 6916.22, 6992.65, 7076.69, 7150.98, 7228.18,\n",
" 7296.51, 7366.8 , 7514.79, 7569.17, 7601.98, 7745.45,\n",
" 7826.73, 7918.49, 7984.1 , 8042.46, 8118.37, 8175.43,\n",
" 8215.83, 8336.72, 8400.5 , 8447.1 , 8495.74, 8572.44,\n",
" 8606.16, 8674.18, 8710.97, 8773.28, 8893.73, 8942.51,\n",
" 8997.9 , 9085.95, 9132.1 , 9217.02, 9318.67, 9398.01,\n",
" 9453.17, 9518.99, 9567.41, 9647.74, 9697.89, 9747.72,\n",
" 9807.13, 9858.58, 9942.86, 9989.46, 10046.55, 10085.7 ,\n",
" 10151.24, 10194.98, 10264.16, 10312.35, 10345.7 , 10436.93,\n",
" 10507.2 , 10545.99, 10654.13, 10752.85, 10808. , 10868.34,\n",
" 10940.78, 10999.28, 11042.89, 11082.52, 11216.52, 11267.17,\n",
" 11317.24, 11371.59, 11431.86, 11526.13, 11576.77, 11621.36,\n",
" 11667.17, 11746.54, 11830.93, 11882.54, 11921.6 , 11966.54]), array([ 27.43, 107.89, 143.81, 190.5 , 227.27, 285.2 ,\n",
" 366.02, 430.77, 476.04, 518.82, 570.12, 621.54,\n",
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" 994.13, 1052.34, 1101.23, 1157.33, 1254.81, 1330.75,\n",
" 1376.99, 1477.3 , 1532.46, 1577.44, 1641.45, 1681.87,\n",
" 1735.69, 1823.74, 1880.94, 1922.91, 1966.52, 2024.32,\n",
" 2122.54, 2178.46, 2239.46, 2282.22, 2338.04, 2428.73,\n",
" 2491.52, 2540.84, 2608.32, 2661.67, 2701.88, 2747.87,\n",
" 2821.29, 2877.84, 2921.76, 2975.4 , 3097.17, 3138.25,\n",
" 3201.62, 3274.17, 3400.41, 3503.89, 3546.91, 3602.17,\n",
" 3646.46, 3693.14, 3751.59, 3836.51, 3906.22, 3952.58,\n",
" 4018.46, 4062.78, 4110.2 , 4246.54, 4316.44, 4353.66,\n",
" 4413.62, 4473.33, 4577.14, 4672.78, 4718.16, 4784.5 ,\n",
" 4822.63, 4952.88, 5022.12, 5097.45, 5168.67, 5227.29,\n",
" 5291.36, 5348.27, 5455.04, 5507.19, 5618.76, 5767.49,\n",
" 5806.79, 5846.79, 5935.78, 5990.94, 6057.35, 6131.95,\n",
" 6209.99, 6285.99, 6333.08, 6390.99, 6447.9 , 6513.26,\n",
" 6586.65, 6653.24, 6732.35, 6772.98, 6823.29, 6887.5 ,\n",
" 6940.98, 7027.28, 7091.85, 7156.26, 7196.14, 7244.6 ,\n",
" 7294.71, 7352.09, 7391.58, 7468.82, 7561.65, 7633.09,\n",
" 7723.26, 7773.59, 7837.86, 7896.93, 7933.32, 7977.72,\n",
" 8043.13, 8111.12, 8153.19, 8232.28, 8317.21, 8423.07,\n",
" 8487.4 , 8558.74, 8607.04, 8658.04, 8721.96, 8773.36,\n",
" 8816.41, 8933.57, 9017.84, 9063.08, 9188.19, 9236.48,\n",
" 9308.02, 9357.69, 9403.24, 9452.11, 9511.01, 9572.78,\n",
" 9651.13, 9697.16, 9766.58, 9823.69, 9874.35, 9961.5 ,\n",
" 10007.39, 10094.66, 10138.58, 10198.65, 10247.3 , 10346.77,\n",
" 10400.88, 10522.65, 10572.11, 10666.34, 10736.22, 10779.3 ,\n",
" 10822.15, 10888.21, 10977.62, 11032.59, 11087.59, 11178.68,\n",
" 11236.8 , 11291.54, 11377.27, 11421.76, 11472.81, 11555.6 ,\n",
" 11662.17, 11776.77, 11862.49, 11919.2 , 11965.09]), array([ 12.51, 46.88, 137.05, 192.67, 240.71, 291.15,\n",
" 327.89, 383.01, 431.41, 474.17, 553.44, 611.01,\n",
" 667.5 , 724.55, 936.45, 1012.08, 1073.63, 1213.46,\n",
" 1265.53, 1312.6 , 1372.85, 1422.11, 1491.76, 1552.12,\n",
" 1604.01, 1698.69, 1753.6 , 1827.16, 1946.87, 1983.31,\n",
" 2037.15, 2101.46, 2169.63, 2227.93, 2318.83, 2389.97,\n",
" 2448.15, 2542.63, 2636.47, 2705.64, 2826.27, 2881.64,\n",
" 2972.6 , 3014.28, 3083.12, 3198.06, 3259.5 , 3297.76,\n",
" 3507.89, 3651.38, 3710.55, 3798.59, 3860.21, 3916.52,\n",
" 4016.65, 4071.22, 4113.74, 4155.06, 4220.65, 4284.32,\n",
" 4375.9 , 4422.06, 4467.95, 4518.81, 4580.69, 4646.75,\n",
" 4726.88, 4782.02, 4862.6 , 4936.07, 5007.88, 5097.44,\n",
" 5126.29, 5162.42, 5209.81, 5256.81, 5296.67, 5351.01,\n",
" 5403.03, 5457.43, 5507.36, 5552.08, 5634.2 , 5684.01,\n",
" 5807.69, 5887.53, 5942.67, 6012.63, 6067.27, 6132.49,\n",
" 6182.6 , 6278.64, 6339.3 , 6402.45, 6450.81, 6488.64,\n",
" 6551.2 , 6601.22, 6646.2 , 6721.47, 6762.36, 6801.07,\n",
" 6866.04, 6922.68, 6976.98, 7033.85, 7101.31, 7216.44,\n",
" 7306.65, 7381.08, 7421.57, 7482.04, 7532.25, 7585.23,\n",
" 7742.52, 7792.82, 7872.05, 7926.55, 7976.25, 8035.68,\n",
" 8083.65, 8132.93, 8217.42, 8296.39, 8395.94, 8456.34,\n",
" 8523.72, 8616.06, 8666.51, 8710.88, 8766.27, 8800.74,\n",
" 8851.53, 8898.4 , 8959.66, 9002.67, 9051.35, 9092.72,\n",
" 9145.37, 9206.75, 9293.38, 9348.54, 9407.96, 9447.04,\n",
" 9613.12, 9675.64, 9737.37, 9776.66, 9833.76, 9889.95,\n",
" 9950.85, 10007.38, 10056.69, 10102.23, 10161.78, 10217.39,\n",
" 10266.53, 10376.18, 10476.56, 10528.93, 10587.07, 10657.01,\n",
" 10786.82, 10847.01, 10903.68, 10966.95, 11021.89, 11077.28,\n",
" 11124.01, 11226.05, 11341.65, 11406.61, 11486.2 , 11546.29,\n",
" 11616.86, 11684.78, 11742.98, 11832. , 11892.57, 11961.17]), array([ 24.93, 60.96, 136.45, 216.94, 265.46, 352.53,\n",
" 418.18, 457.99, 504.83, 546.28, 591. , 632.82,\n",
" 807.15, 879.83, 947.84, 992.73, 1062.04, 1137.56,\n",
" 1182.55, 1236.55, 1286.26, 1342.16, 1408.27, 1444.4 ,\n",
" 1517.4 , 1613.53, 1654.8 , 1727.45, 1808.75, 1854.39,\n",
" 1937.07, 1989.14, 2116.24, 2159.29, 2217.22, 2287.2 ,\n",
" 2371.77, 2451.89, 2506.62, 2552.88, 2598.14, 2656.29,\n",
" 2722.48, 2771.66, 2849.15, 2921.32, 3012.99, 3120.99,\n",
" 3163.45, 3266.2 , 3338.19, 3396.7 , 3445.4 , 3507.62,\n",
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" 3950.68, 4031.14, 4076.57, 4136.99, 4177.62, 4228.15,\n",
" 4316.72, 4362.2 , 4432.42, 4498.72, 4542.04, 4612.12,\n",
" 4655.76, 4696.09, 4777.26, 4841.05, 4935.93, 4973.01,\n",
" 5041.22, 5140.06, 5201.38, 5251.84, 5347.21, 5397.77,\n",
" 5466.02, 5522.17, 5570.75, 5652.34, 5706.36, 5747.96,\n",
" 5792.4 , 5845.24, 5985.96, 6036.68, 6106.5 , 6216.95,\n",
" 6266.93, 6320.83, 6371.13, 6488.45, 6543.17, 6635.81,\n",
" 6727.58, 6833.29, 6887.7 , 6965.94, 7036.83, 7096.38,\n",
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" 7551.53, 7617.99, 7651.95, 7746.91, 7815.26, 7906.91,\n",
" 8027.11, 8076.8 , 8166.99, 8218.17, 8273.71, 8336.27,\n",
" 8387.34, 8446.82, 8486.61, 8528.61, 8570.93, 8660.79,\n",
" 8745.4 , 8811.43, 8871.88, 8921.23, 8986.06, 9051.8 ,\n",
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" 9461.68, 9531.71, 9608.74, 9689.43, 9752.13, 9798.3 ,\n",
" 9836.16, 9903.59, 9944.2 , 9996.88, 10037.8 , 10091.11,\n",
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" 10611.78, 10655.35, 10744.2 , 10813.17, 10871.55, 11022.61,\n",
" 11107.48, 11168.5 , 11225.14, 11279.51, 11340.89, 11401.93,\n",
" 11448.33, 11492.15, 11558.29, 11612.24, 11669.44, 11767.65,\n",
" 11807.46, 11861.06, 11916.75, 11978.7 ]), array([ 22.47, 67.2 , 133.36, 191.96, 256.66, 310.39,\n",
" 357. , 436.88, 481.48, 530.9 , 584.18, 651.27,\n",
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" 1108.19, 1157.35, 1207.95, 1283.69, 1347.47, 1392.77,\n",
" 1464.69, 1512.66, 1571.81, 1621.25, 1666.91, 1722.35,\n",
" 1771.01, 1813.46, 1888.73, 1929.63, 1967.6 , 2021.58,\n",
" 2124.08, 2178.96, 2232.29, 2268.85, 2351.73, 2416.84,\n",
" 2499.21, 2552.43, 2633.83, 2693.65, 2767.72, 2878.34,\n",
" 2926.17, 2981.88, 3027.05, 3103.17, 3186.57, 3313.13,\n",
" 3382.59, 3421.34, 3463.13, 3517.18, 3587.25, 3628.9 ,\n",
" 3691.07, 3728.36, 3798.01, 3916.24, 3969.84, 4030.1 ,\n",
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" 4414.05, 4467.73, 4511.05, 4562.21, 4605.86, 4642.99,\n",
" 4702.79, 4804.12, 4851.84, 4923.2 , 4967.83, 5009.29,\n",
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" 5832.89, 5876.72, 5926.42, 5980.58, 6035.44, 6082.99,\n",
" 6121.86, 6198.09, 6254.11, 6291.1 , 6343.33, 6405.47,\n",
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" 7378.07, 7443.93, 7478.3 , 7526.67, 7576.39, 7622.36,\n",
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" 10871.57, 10944.19, 11016.76, 11061.76, 11097.64, 11166.64,\n",
" 11246.09, 11302.54, 11356.38, 11428.98, 11521.72, 11576.29,\n",
" 11622.27, 11691.5 , 11767.8 , 11809.98, 11856.4 , 11891.72,\n",
" 11933.71]), array([ 16.83, 71.44, 105.89, 151.52, 227.38, 306.9 ,\n",
" 437.34, 476.8 , 517.76, 576.88, 642.07, 716.75,\n",
" 783.43, 827.85, 923.95, 995.16, 1042.24, 1213.95,\n",
" 1269.17, 1311.57, 1360.96, 1410.18, 1457.68, 1512.3 ,\n",
" 1568.67, 1627.01, 1676.24, 1746.56, 1797.17, 1846.11,\n",
" 1916.9 , 2100.61, 2143.63, 2217.25, 2256.64, 2351.63,\n",
" 2391.01, 2431.86, 2501.02, 2547.1 , 2607.68, 2672.71,\n",
" 2737.86, 2781.87, 2838.24, 2890.1 , 2989.87, 3035.76,\n",
" 3076.22, 3137.04, 3245.5 , 3315.78, 3415.93, 3486.91,\n",
" 3526.17, 3571.9 , 3637.71, 3680.75, 3751.75, 3808. ,\n",
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" 4287.61, 4321.02, 4376.56, 4469.44, 4524.4 , 4566.78,\n",
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" 5406.55, 5498.26, 5541.75, 5599.04, 5660.35, 5706.6 ,\n",
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" 6773.01, 6816.28, 6882.92, 6949.35, 7048.56, 7092.87,\n",
" 7141.93, 7186.99, 7282.91, 7365.08, 7475.79, 7532.31,\n",
" 7592.72, 7643.04, 7691.62, 7745.49, 7837.63, 7876.43,\n",
" 7938.35, 7978.74, 8070.46, 8123.21, 8214.5 , 8281.24,\n",
" 8318.34, 8369.86, 8421.17, 8471.1 , 8541.7 , 8587.26,\n",
" 8643.77, 8687.41, 8738.27, 8793.22, 8855.05, 8914.18,\n",
" 8997.9 , 9062.55, 9115.58, 9172.52, 9253.91, 9307.19,\n",
" 9348.04, 9401.18, 9461.62, 9537.75, 9616.35, 9662.89,\n",
" 9710.84, 9777.52, 9847.13, 9961.43, 10032.69, 10113.51,\n",
" 10198.35, 10281.79, 10317.22, 10376.86, 10432.23, 10478.52,\n",
" 10536.41, 10575.52, 10652.62, 10716.05, 10762.87, 10799.13,\n",
" 10842.61, 10957.18, 11052.21, 11108.56, 11181.87, 11267.07,\n",
" 11307. , 11349.02, 11424.37, 11502.49, 11576.72, 11661.81,\n",
" 11741.18, 11781.93, 11816.77, 11876.92, 11964.11]), array([ 15.68, 99.47, 176.66, 237.87, 297.22, 343.01,\n",
" 387.09, 439.16, 505.88, 591.97, 638.47, 692.94,\n",
" 749.62, 845.39, 906.71, 952.89, 1004.4 , 1049. ,\n",
" 1150.79, 1196.16, 1292.54, 1346.64, 1413.37, 1466.56,\n",
" 1519.03, 1566.15, 1601.27, 1735.38, 1812.14, 1877.67,\n",
" 1937.2 , 2033.21, 2077.71, 2172.18, 2241.49, 2304.06,\n",
" 2383.39, 2477.66, 2531.3 , 2577.71, 2625.81, 2677.77,\n",
" 2763.17, 2817.55, 2907.55, 2948.12, 3036.72, 3125.88,\n",
" 3194.96, 3256.36, 3296.67, 3356.62, 3421.89, 3467.98,\n",
" 3515.8 , 3579.26, 3627.85, 3686.11, 3721.57, 3763.72,\n",
" 3809.09, 3912.99, 3977.05, 4093.46, 4141.54, 4208.42,\n",
" 4288.81, 4328.06, 4381.17, 4459.57, 4548.21, 4606.28,\n",
" 4656.71, 4706.37, 4756.68, 4866.76, 4921.72, 4966.07,\n",
" 5022.61, 5070.81, 5146.36, 5208.16, 5321.36, 5405.7 ,\n",
" 5454.16, 5491.88, 5539.01, 5623.34, 5660.95, 5701.99,\n",
" 5806.97, 5856.24, 5904.53, 5981.62, 6050.8 , 6140.27,\n",
" 6217.37, 6300.49, 6346.66, 6402.02, 6446.35, 6553.12,\n",
" 6608.11, 6678.39, 6776.88, 6821.98, 6907.16, 6986.6 ,\n",
" 7037.05, 7088.8 , 7162.86, 7296.64, 7432.46, 7477.89,\n",
" 7542. , 7589.55, 7622.72, 7717.18, 7811.1 , 7902.05,\n",
" 7962.06, 8009.8 , 8057.32, 8116.35, 8158.21, 8223.46,\n",
" 8281.16, 8322.17, 8397.1 , 8469.82, 8523.09, 8604.4 ,\n",
" 8717.03, 8772.77, 8815.59, 8851.84, 8892.15, 8964.56,\n",
" 9001.84, 9045.69, 9116.88, 9236.36, 9296.93, 9337.6 ,\n",
" 9396.53, 9481.49, 9597.71, 9679.94, 9722.59, 9778.62,\n",
" 9842.82, 9913.33, 9986.14, 10043.33, 10092.81, 10142.21,\n",
" 10190.1 , 10230.93, 10272.27, 10322.53, 10382.15, 10417.11,\n",
" 10464.35, 10518.77, 10557.98, 10628.18, 10697.3 , 10746.9 ,\n",
" 10797.86, 10909.5 , 10963.16, 11026.23, 11127.67, 11182.89,\n",
" 11272.88, 11352.5 , 11412.44, 11462.34, 11542.45, 11662.58,\n",
" 11716.9 , 11770.47, 11825.21, 11861.82, 11914.79, 11959.21]), array([ 15.91, 65.43, 137.62, 181.89, 279. , 390.7 ,\n",
" 457.07, 565.67, 607.23, 651.81, 707.55, 750.54,\n",
" 788.6 , 842.57, 906.52, 978.17, 1041.64, 1111.65,\n",
" 1181.73, 1241.56, 1291.9 , 1336.05, 1401.28, 1496.24,\n",
" 1536.99, 1607.9 , 1672.66, 1745.87, 1793.57, 1862.43,\n",
" 1966.86, 2014.46, 2069.25, 2129.17, 2176.02, 2231.28,\n",
" 2266.61, 2328.37, 2394.69, 2431.42, 2489.5 , 2542.79,\n",
" 2621.28, 2687.24, 2786.14, 2858.72, 2896.75, 2962.01,\n",
" 3107.2 , 3167.7 , 3221.84, 3276.29, 3340.39, 3385.3 ,\n",
" 3422.09, 3460.43, 3521.06, 3565.36, 3606.76, 3666.81,\n",
" 3765.98, 3827.01, 3888.13, 3946.81, 3996.47, 4061.46,\n",
" 4105.63, 4213.13, 4251.31, 4320.86, 4411.3 , 4470.07,\n",
" 4541.53, 4671.7 , 4721.2 , 4771.71, 4827.42, 4898.24,\n",
" 4943.03, 4990.83, 5046.1 , 5095.87, 5132.07, 5183.37,\n",
" 5242.63, 5297.34, 5345.14, 5401.18, 5461.03, 5506.4 ,\n",
" 5553.3 , 5593.12, 5632.3 , 5702.06, 5762.04, 5845.72,\n",
" 5883.71, 5952.04, 6012.98, 6062.18, 6110.67, 6152.63,\n",
" 6194.36, 6272.05, 6316.89, 6392.86, 6448.09, 6492.46,\n",
" 6572.05, 6613.61, 6662.87, 6710.62, 6768.13, 6863.23,\n",
" 6926.49, 6968.59, 7026.75, 7102.89, 7158.38, 7222.57,\n",
" 7282.16, 7344.05, 7415.07, 7456.76, 7511.48, 7577.19,\n",
" 7642.42, 7690.45, 7756.62, 7857.05, 7927.16, 8023.41,\n",
" 8091.45, 8151.29, 8212.88, 8282.35, 8341.16, 8471.84,\n",
" 8526.38, 8574.28, 8628.49, 8672.39, 8730.85, 8802.15,\n",
" 8874.28, 9010.42, 9056.54, 9116.07, 9172.26, 9251.86,\n",
" 9297.13, 9342.8 , 9396.14, 9436.94, 9491.82, 9572.66,\n",
" 9617.55, 9721.26, 9761.15, 9866.44, 9913.65, 9976.6 ,\n",
" 10022.1 , 10126. , 10172.4 , 10248.62, 10306.7 , 10361.68,\n",
" 10409.26, 10487.61, 10546.21, 10622.8 , 10667.14, 10726.23,\n",
" 10806.58, 10851.13, 10932.07, 11022.06, 11110.34, 11202.59,\n",
" 11237. , 11292.59, 11367.65, 11411.09, 11461.44, 11521.11,\n",
" 11601.82, 11661.57, 11718.42, 11778.72, 11858.75, 11923.16,\n",
" 11980.75]), array([ 18.04, 66.46, 102.01, 188.07, 256.52, 410.59,\n",
" 492.51, 630.62, 687.76, 822.76, 900.54, 966.75,\n",
" 1021.93, 1117.73, 1159.9 , 1216.69, 1270.61, 1347.44,\n",
" 1401.97, 1456.75, 1513.37, 1578.67, 1627.94, 1683.34,\n",
" 1738.13, 1814.59, 1871.17, 1902.87, 1956.77, 2079.77,\n",
" 2199.69, 2241.78, 2360.74, 2451.77, 2581.04, 2629.29,\n",
" 2682.6 , 2786.5 , 2863.51, 2913.08, 2991.12, 3071.59,\n",
" 3139.13, 3241.74, 3314.26, 3452.38, 3553.24, 3698.48,\n",
" 3756.49, 3815.7 , 3885.99, 3925.81, 4031.04, 4132.28,\n",
" 4179.13, 4248.07, 4288.62, 4349.43, 4401.93, 4451.58,\n",
" 4485.48, 4547.25, 4594.73, 4646.84, 4731.84, 4806.41,\n",
" 4927.84, 4972.59, 5037.48, 5097.87, 5158.78, 5232.94,\n",
" 5293.35, 5337.63, 5402.5 , 5457.2 , 5496.98, 5556.49,\n",
" 5665.81, 5707.7 , 5831.62, 5928.07, 6002.7 , 6047.58,\n",
" 6165.62, 6213.51, 6300.56, 6351.31, 6420.45, 6477.37,\n",
" 6571.81, 6631.77, 6680.57, 6726.28, 6802.97, 6866.63,\n",
" 6930.71, 6972.13, 7056.3 , 7102.2 , 7182.89, 7247.1 ,\n",
" 7357.13, 7398.29, 7450.35, 7504.29, 7545.98, 7617.98,\n",
" 7721.89, 7761.53, 7892.71, 7942.45, 8017.03, 8060.67,\n",
" 8127.54, 8181.33, 8221.19, 8298.27, 8351.88, 8442.67,\n",
" 8483.72, 8552.57, 8656.88, 8716.82, 8770.74, 8815.81,\n",
" 8892.01, 8956.58, 9006.76, 9064.3 , 9117.38, 9191.75,\n",
" 9234.07, 9319.61, 9376.1 , 9451.57, 9527.27, 9611.78,\n",
" 9679.42, 9716.48, 9777.1 , 9846.17, 9973.57, 10077.42,\n",
" 10121.32, 10166.74, 10206.57, 10279.36, 10348.36, 10406.92,\n",
" 10452.37, 10556.59, 10652.16, 10700.78, 10801.74, 10846.09,\n",
" 10937.01, 10987.09, 11067.63, 11133.03, 11247.72, 11301.23,\n",
" 11397.3 , 11457.36, 11498.03, 11537.6 , 11594.66, 11631.65,\n",
" 11712.49, 11783.02, 11827.3 , 11867.28, 11935.68, 11975.92]), array([ 16.42, 56.42, 120.91, 162.9 , 240.38, 286.37,\n",
" 341.71, 393.01, 467.47, 539.11, 587.26, 632.14,\n",
" 737.07, 797.49, 851.83, 912.12, 986.16, 1030.54,\n",
" 1080.12, 1141.31, 1196.25, 1230.03, 1276.34, 1322.26,\n",
" 1396.66, 1461.74, 1521.58, 1581.8 , 1656.26, 1748.03,\n",
" 1793.58, 1845.62, 1892.49, 1941.31, 2020.79, 2065.83,\n",
" 2112.93, 2157.38, 2224.24, 2287.37, 2402.93, 2471.64,\n",
" 2546.04, 2616.21, 2657.16, 2715.48, 2777.47, 2831.19,\n",
" 2876.61, 2936.24, 2987.65, 3031.22, 3127.1 , 3186.5 ,\n",
" 3262.14, 3324.33, 3384.92, 3428.1 , 3502.64, 3560.46,\n",
" 3606.72, 3660.96, 3703.08, 3748.69, 3795.59, 3856.93,\n",
" 3920.56, 3967.59, 4017.39, 4058.02, 4126.84, 4171.41,\n",
" 4207.45, 4280.92, 4336.63, 4392.26, 4448.31, 4511.76,\n",
" 4586.43, 4656.7 , 4699.28, 4747.91, 4836.95, 4892.4 ,\n",
" 4972.17, 5090.97, 5186.5 , 5284.69, 5323.83, 5362.17,\n",
" 5421.84, 5496.09, 5588.01, 5643.67, 5691.27, 5764.64,\n",
" 5806.26, 5872.06, 6013.96, 6126.93, 6200.81, 6275.23,\n",
" 6337.46, 6406.92, 6469.55, 6536.41, 6577.37, 6636.8 ,\n",
" 6726.31, 6757.24, 6810.74, 6868.8 , 6922.39, 6967.19,\n",
" 7018.63, 7078.82, 7159.13, 7211.88, 7275.71, 7323.44,\n",
" 7391.36, 7467.3 , 7563.61, 7631.62, 7671.67, 7751.82,\n",
" 7847.28, 7894.88, 7985.84, 8032.32, 8082.5 , 8135.92,\n",
" 8197.46, 8242.24, 8299.74, 8378.32, 8481.29, 8521.06,\n",
" 8756.4 , 8812.57, 8847.44, 8918.31, 8946.49, 9011.9 ,\n",
" 9049.28, 9094.75, 9132.93, 9181.78, 9272.79, 9326.1 ,\n",
" 9391.89, 9507.06, 9556.07, 9661.4 , 9718.26, 9766.03,\n",
" 9806.77, 9866.31, 9923.03, 10002.41, 10073.15, 10137.49,\n",
" 10182.44, 10253.95, 10357.01, 10432.88, 10507.92, 10556.75,\n",
" 10619.47, 10665.22, 10696.85, 10747.3 , 10832.18, 10880.57,\n",
" 10923.36, 10959.67, 11006.77, 11041.68, 11091.85, 11177.27,\n",
" 11232.13, 11273.11, 11391.16, 11441.01, 11493.08, 11544.09,\n",
" 11591.03, 11632.41, 11705.98, 11758.11, 11902.07, 11952.2 ]), array([ 16.89, 78.42, 177.2 , 261.68, 312.61, 397.12,\n",
" 437.64, 491.48, 552.38, 596.33, 659.04, 706.9 ,\n",
" 781.24, 837.43, 913.43, 978.84, 1027.59, 1066.52,\n",
" 1155.26, 1247.59, 1347.12, 1392.76, 1436.96, 1484.9 ,\n",
" 1520.79, 1576.94, 1652.16, 1737.73, 1782.5 , 1833.36,\n",
" 1913.92, 1986.79, 2036.72, 2068.29, 2151.3 , 2206.11,\n",
" 2293.15, 2336.18, 2391.5 , 2452.89, 2508.4 , 2551.93,\n",
" 2631.96, 2682.12, 2740.42, 2791.99, 2843.28, 2891.93,\n",
" 2941.83, 2997.37, 3037.61, 3092.24, 3204.05, 3271.59,\n",
" 3327.4 , 3431.81, 3478.56, 3637.41, 3681.92, 3737.05,\n",
" 3791.76, 3831.9 , 3901.22, 3956.81, 4028.48, 4091.55,\n",
" 4132.02, 4198.72, 4259.52, 4337.04, 4422.02, 4492.31,\n",
" 4551.64, 4606.46, 4662.18, 4748.38, 4819.26, 4865.28,\n",
" 4946.45, 4988.13, 5116.75, 5158.43, 5207.1 , 5247.63,\n",
" 5306.31, 5361.26, 5431.03, 5469.76, 5547.11, 5627.24,\n",
" 5672.6 , 5726.64, 5781.86, 5827.46, 5866.17, 5924.43,\n",
" 5976.78, 6062.91, 6121.92, 6181.41, 6232.7 , 6316.35,\n",
" 6427.76, 6516.29, 6581.11, 6650.41, 6736.38, 6811.93,\n",
" 6978.06, 7090.93, 7143.84, 7227.19, 7298.9 , 7376.34,\n",
" 7431.81, 7472.86, 7524.83, 7573.46, 7631.21, 7681.71,\n",
" 7724.19, 7796.78, 7841.82, 7880.37, 7915.82, 7953.51,\n",
" 8002.16, 8085.78, 8141.87, 8181.82, 8235.84, 8272. ,\n",
" 8321.57, 8377.81, 8431.8 , 8476.89, 8551.66, 8661.48,\n",
" 8781.56, 8873.21, 8916.81, 8952.25, 9007.63, 9061.58,\n",
" 9108.19, 9163.63, 9202.06, 9285.95, 9345.2 , 9410.95,\n",
" 9485.64, 9536.27, 9582.3 , 9626.99, 9721.2 , 9773.24,\n",
" 9827.52, 9923.48, 9998.51, 10072.53, 10140.63, 10200.87,\n",
" 10267.2 , 10317.43, 10353.53, 10417.93, 10470.97, 10517.04,\n",
" 10553.18, 10632.05, 10675.66, 10761.35, 10810.75, 10886.12,\n",
" 10945.86, 11005.9 , 11071.29, 11152.53, 11212.06, 11302.88,\n",
" 11362.47, 11413.26, 11472.73, 11528.89, 11606.22, 11658.23,\n",
" 11771.82, 11822.11, 11881.4 , 11937.3 , 11978.36]), array([1.146000e+01, 5.433000e+01, 1.038500e+02, 2.085500e+02,\n",
" 2.495500e+02, 3.087500e+02, 3.495900e+02, 4.367600e+02,\n",
" 5.286400e+02, 5.703200e+02, 6.085900e+02, 6.518400e+02,\n",
" 7.329000e+02, 8.079000e+02, 8.519600e+02, 9.482100e+02,\n",
" 1.052270e+03, 1.110950e+03, 1.171300e+03, 1.231920e+03,\n",
" 1.312330e+03, 1.483130e+03, 1.551180e+03, 1.671310e+03,\n",
" 1.726170e+03, 1.864330e+03, 2.020710e+03, 2.056830e+03,\n",
" 2.141050e+03, 2.196340e+03, 2.295890e+03, 2.342720e+03,\n",
" 2.403560e+03, 2.467290e+03, 2.625450e+03, 2.684060e+03,\n",
" 2.728320e+03, 2.791160e+03, 2.837580e+03, 2.886440e+03,\n",
" 2.963650e+03, 3.038100e+03, 3.097950e+03, 3.172400e+03,\n",
" 3.226570e+03, 3.288010e+03, 3.347580e+03, 3.400100e+03,\n",
" 3.477010e+03, 3.540750e+03, 3.580970e+03, 3.628410e+03,\n",
" 3.688430e+03, 3.763320e+03, 3.845880e+03, 3.891430e+03,\n",
" 3.951240e+03, 4.026550e+03, 4.062280e+03, 4.136140e+03,\n",
" 4.241990e+03, 4.299300e+03, 4.387560e+03, 4.477020e+03,\n",
" 4.618260e+03, 4.670040e+03, 4.719060e+03, 4.811380e+03,\n",
" 4.862350e+03, 4.902580e+03, 4.990910e+03, 5.037600e+03,\n",
" 5.083110e+03, 5.123270e+03, 5.163420e+03, 5.242500e+03,\n",
" 5.287480e+03, 5.333990e+03, 5.377270e+03, 5.457460e+03,\n",
" 5.504160e+03, 5.607410e+03, 5.689340e+03, 5.744750e+03,\n",
" 5.818000e+03, 5.876100e+03, 5.960330e+03, 6.007880e+03,\n",
" 6.070880e+03, 6.166650e+03, 6.223280e+03, 6.256250e+03,\n",
" 6.322490e+03, 6.366770e+03, 6.405670e+03, 6.447600e+03,\n",
" 6.515820e+03, 6.572550e+03, 6.621970e+03, 6.687450e+03,\n",
" 6.737330e+03, 6.846360e+03, 6.922480e+03, 6.998230e+03,\n",
" 7.086580e+03, 7.209650e+03, 7.278560e+03, 7.332570e+03,\n",
" 7.371490e+03, 7.401680e+03, 7.535860e+03, 7.597610e+03,\n",
" 7.646710e+03, 7.680860e+03, 7.771210e+03, 7.812150e+03,\n",
" 7.931690e+03, 7.977920e+03, 8.037770e+03, 8.079610e+03,\n",
" 8.129500e+03, 8.177090e+03, 8.230440e+03, 8.283030e+03,\n",
" 8.332740e+03, 8.372040e+03, 8.429000e+03, 8.517460e+03,\n",
" 8.565670e+03, 8.697490e+03, 8.767360e+03, 8.828030e+03,\n",
" 8.871310e+03, 9.011000e+03, 9.053000e+03, 9.091690e+03,\n",
" 9.162080e+03, 9.242260e+03, 9.280620e+03, 9.342780e+03,\n",
" 9.397390e+03, 9.477870e+03, 9.535830e+03, 9.577340e+03,\n",
" 9.621340e+03, 9.676740e+03, 9.731390e+03, 9.791440e+03,\n",
" 9.847950e+03, 9.908160e+03, 9.957880e+03, 1.001715e+04,\n",
" 1.007150e+04, 1.012425e+04, 1.019188e+04, 1.024115e+04,\n",
" 1.028210e+04, 1.034923e+04, 1.043146e+04, 1.051096e+04,\n",
" 1.057625e+04, 1.061741e+04, 1.069624e+04, 1.074736e+04,\n",
" 1.079469e+04, 1.083366e+04, 1.090739e+04, 1.097129e+04,\n",
" 1.102766e+04, 1.110322e+04, 1.118682e+04, 1.122699e+04,\n",
" 1.127625e+04, 1.132652e+04, 1.139630e+04, 1.144323e+04,\n",
" 1.150177e+04, 1.163631e+04, 1.176178e+04, 1.184683e+04,\n",
" 1.198903e+04]), array([ 14.63, 63.71, 106.31, 201.88, 245.33, 312.48,\n",
" 405.9 , 451.49, 547.2 , 633.38, 686.11, 734.31,\n",
" 798.32, 840.31, 878.62, 946.96, 997.46, 1066.54,\n",
" 1120.53, 1161.27, 1222.54, 1278.37, 1330.48, 1372.88,\n",
" 1404.66, 1466.67, 1527.16, 1594.54, 1642.75, 1680.36,\n",
" 1806.3 , 1901.6 , 1951.3 , 2063.65, 2142.55, 2226.76,\n",
" 2300.62, 2391.89, 2515.86, 2562.83, 2607.27, 2671.62,\n",
" 2710.67, 2761.11, 2821.04, 2850.66, 2932.35, 2977.54,\n",
" 3037.85, 3082.26, 3121.18, 3192.63, 3224.59, 3266.79,\n",
" 3347.69, 3396.54, 3439.03, 3511.2 , 3561.73, 3603.62,\n",
" 3707.45, 3771.63, 3833.87, 3871.43, 3958.66, 4013.97,\n",
" 4055.95, 4192.8 , 4266.97, 4341.82, 4397.56, 4441.48,\n",
" 4511.17, 4561.84, 4624.68, 4690.91, 4738.82, 4773.66,\n",
" 4818.31, 4883.43, 4968.07, 5033.45, 5079.22, 5122.95,\n",
" 5175.43, 5231.54, 5281.34, 5347.73, 5387.63, 5422.67,\n",
" 5478.93, 5551.93, 5606.43, 5692.65, 5746.56, 5816.79,\n",
" 5865.89, 5920.7 , 5986.52, 6039.87, 6156.9 , 6212.09,\n",
" 6332.97, 6380.5 , 6433.4 , 6481.25, 6523.75, 6561.3 ,\n",
" 6601.3 , 6644.98, 6722.29, 6760.9 , 6802.74, 6859.36,\n",
" 6911.68, 7006.75, 7066.03, 7114.57, 7186.04, 7229.47,\n",
" 7286.41, 7339.46, 7467.34, 7511.7 , 7562.16, 7618.58,\n",
" 7670.9 , 7766.49, 7820.81, 7861.72, 7907.13, 7967.4 ,\n",
" 8020.63, 8063.15, 8168.72, 8237.1 , 8361.18, 8398.17,\n",
" 8461.84, 8541.37, 8585.49, 8633.42, 8701.9 , 8811.32,\n",
" 8851.56, 8911.47, 9004.71, 9041.49, 9096.98, 9151.34,\n",
" 9206.74, 9263.91, 9302.52, 9361.3 , 9401.5 , 9471.32,\n",
" 9527.25, 9577.61, 9616.38, 9661.6 , 9713.91, 9753.4 ,\n",
" 9805.57, 9913.22, 9975.92, 10086.32, 10132.16, 10212.26,\n",
" 10290.05, 10356.48, 10427.29, 10481.05, 10522.28, 10591.17,\n",
" 10636.85, 10677.12, 10745.87, 10835.99, 10906.54, 10971.84,\n",
" 11055.97, 11101.24, 11177.41, 11256.49, 11301.01, 11346.62,\n",
" 11441.51, 11486.12, 11527.94, 11572.33, 11651.67, 11706.04,\n",
" 11766.8 , 11842.16, 11882.7 , 11936.5 , 11989.23]), array([ 18.86, 102.59, 186.2 , 293.16, 366.89, 411.27,\n",
" 492.18, 545.74, 577.46, 625.39, 683.09, 770.82,\n",
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" 1178.27, 1232.36, 1286.53, 1334.53, 1395.67, 1460.81,\n",
" 1521.6 , 1576.59, 1641.55, 1705.08, 1751.43, 1802.13,\n",
" 1881.26, 1942.04, 2032.51, 2101.57, 2178.18, 2252.75,\n",
" 2304.21, 2341.21, 2394.77, 2436.2 , 2498.1 , 2541.05,\n",
" 2593.49, 2666.44, 2781. , 2891.24, 2938.71, 2984.32,\n",
" 3036.31, 3091.23, 3136.79, 3177.78, 3227.35, 3301.28,\n",
" 3397.61, 3481.87, 3592.17, 3647.55, 3711.35, 3752.18,\n",
" 3794.22, 3886.51, 3931.91, 4012.25, 4062.28, 4126.72,\n",
" 4208.08, 4260.33, 4310.29, 4384.29, 4463.42, 4516.86,\n",
" 4567.55, 4599.27, 4641.79, 4691.13, 4809.47, 4855.8 ,\n",
" 4906.54, 4971.12, 5012.14, 5081.72, 5132.52, 5172.13,\n",
" 5334.55, 5397.22, 5434.13, 5481.13, 5531.43, 5636.06,\n",
" 5704.76, 5748.51, 5931.04, 6001.95, 6048.8 , 6093.22,\n",
" 6136.99, 6206.79, 6247.88, 6291.27, 6332.44, 6378.4 ,\n",
" 6428.02, 6511.34, 6551.13, 6607.76, 6667.29, 6701.09,\n",
" 6747.09, 6791.74, 6840.09, 6907.01, 6948.1 , 6992.6 ,\n",
" 7061.98, 7122.59, 7172.36, 7252.95, 7306.35, 7506.18,\n",
" 7612.69, 7663.72, 7703.79, 7757.29, 7806.64, 7882.36,\n",
" 7922.83, 7974.62, 8022.82, 8080.4 , 8131.5 , 8177.46,\n",
" 8219.18, 8293.84, 8371.19, 8438.24, 8485.94, 8532.77,\n",
" 8566.21, 8616.27, 8679.09, 8732.59, 8789.52, 8851.68,\n",
" 8956.09, 9001.38, 9057.55, 9176.36, 9221.96, 9295.08,\n",
" 9336.71, 9416.71, 9468.04, 9532.99, 9604.91, 9657.21,\n",
" 9701.75, 9756.24, 9865.97, 9986.66, 10031.75, 10082.26,\n",
" 10151.59, 10212.24, 10303. , 10371.1 , 10442.89, 10502.81,\n",
" 10540.82, 10597.28, 10634.09, 10692.07, 10758.15, 10847.98,\n",
" 10913.42, 10975.72, 11049.12, 11122.89, 11172.76, 11246.72,\n",
" 11292.78, 11339.28, 11457.22, 11527.35, 11577.14, 11638.88,\n",
" 11689.18, 11746.78, 11801.59, 11906.58, 11982.65]), array([ 16.24, 62.94, 151.68, 308.36, 411.69, 462.53,\n",
" 496.85, 561.5 , 600.17, 641.81, 709.1 , 784.05,\n",
" 826.86, 896.45, 932.99, 1006.22, 1080.69, 1162.09,\n",
" 1214.66, 1254.18, 1307.32, 1371.24, 1421.26, 1469. ,\n",
" 1506.83, 1586.1 , 1692.14, 1748.23, 1791.11, 1835.92,\n",
" 1896.07, 1940.83, 2006.51, 2042.62, 2096.77, 2155.96,\n",
" 2202.2 , 2268.04, 2326.9 , 2373.05, 2436.39, 2476.89,\n",
" 2528.7 , 2627.63, 2732.68, 2781.42, 2840.92, 2893.43,\n",
" 2947.49, 2986.12, 3071.19, 3127.43, 3206.39, 3271.18,\n",
" 3343.33, 3426.92, 3482.6 , 3527.29, 3620.86, 3705.91,\n",
" 3772.59, 3825.72, 3872.53, 3952.15, 3991.63, 4071.82,\n",
" 4178.68, 4224.35, 4301.28, 4365.97, 4423.9 , 4486.03,\n",
" 4552.37, 4606.16, 4665.71, 4761.99, 4822.97, 4867.11,\n",
" 4932.02, 5017.83, 5068.25, 5272.22, 5350.6 , 5391.06,\n",
" 5456.21, 5514.62, 5616.45, 5676.53, 5744.77, 5825.52,\n",
" 5897.05, 5977.56, 6028.94, 6068.22, 6112.93, 6174.53,\n",
" 6227.93, 6283.26, 6327.88, 6396.96, 6482.08, 6557.01,\n",
" 6605.79, 6746.44, 6796.51, 6862.51, 6908.94, 6956.23,\n",
" 7072.14, 7107.4 , 7186.86, 7246.99, 7314.6 , 7366.32,\n",
" 7417.94, 7507.22, 7590.93, 7643.47, 7696.87, 7769.21,\n",
" 7822.58, 7906.26, 8042.01, 8122.94, 8172.7 , 8252.19,\n",
" 8327.12, 8426.38, 8497.98, 8552.01, 8616.31, 8671.15,\n",
" 8748.58, 8812.9 , 8846.35, 8911.36, 9027.45, 9136.74,\n",
" 9256.62, 9327.23, 9419.36, 9481.76, 9611.05, 9687.4 ,\n",
" 9791.03, 9877.89, 9928.6 , 9997.25, 10104.03, 10174.58,\n",
" 10225.92, 10315.79, 10366.81, 10412.17, 10476.38, 10546.17,\n",
" 10656.33, 10725.49, 10782.02, 10869.51, 10927. , 10976.03,\n",
" 11049.83, 11093.08, 11141.75, 11261.31, 11346.87, 11422.29,\n",
" 11467.87, 11526.97, 11571.28, 11712.34, 11776.9 , 11817.62,\n",
" 11881.08, 11927.73]), array([ 16.78, 75.92, 127.12, 167.24, 215.7 , 251.13,\n",
" 331.1 , 395.94, 497.55, 579.77, 641.45, 726.46,\n",
" 776.15, 833.79, 882.04, 942.37, 1010.73, 1112.48,\n",
" 1151.54, 1206.48, 1247.93, 1327.04, 1452.48, 1526.02,\n",
" 1572.2 , 1666.69, 1722.73, 1776.46, 1863.84, 1960.92,\n",
" 2077.15, 2231.04, 2295.46, 2366.46, 2433.09, 2466.29,\n",
" 2590.56, 2660.74, 2712.19, 2761.28, 2801.51, 2851.23,\n",
" 2904.66, 2964.25, 3006.4 , 3077. , 3138.67, 3241.34,\n",
" 3286.78, 3321.55, 3380. , 3431.98, 3492.22, 3576.08,\n",
" 3648.73, 3707.03, 3752.39, 3812.21, 3871.27, 3951.34,\n",
" 4021.78, 4081.51, 4137.26, 4206.54, 4268.42, 4356.37,\n",
" 4457.37, 4516.07, 4567.09, 4657.34, 4731. , 4768.53,\n",
" 4856.68, 4907.5 , 4946.76, 4995.81, 5050.7 , 5111.58,\n",
" 5197.17, 5268.71, 5323.26, 5363.61, 5422.6 , 5493.39,\n",
" 5537.99, 5593.96, 5637.55, 5702.27, 5746.1 , 5853.17,\n",
" 5911.39, 6010.23, 6066.36, 6110.44, 6178.91, 6261.66,\n",
" 6311.71, 6416.51, 6463.32, 6535.54, 6576.81, 6652.72,\n",
" 6732.22, 6795.47, 6861.57, 6931.59, 7071.02, 7130.77,\n",
" 7196.83, 7231.64, 7305.63, 7361.3 , 7409.3 , 7477.38,\n",
" 7527.77, 7596.27, 7661.67, 7711.47, 7786.03, 7896.3 ,\n",
" 7951.6 , 8013.03, 8108.64, 8163.97, 8248.52, 8286.1 ,\n",
" 8331.77, 8421.27, 8467.99, 8594.06, 8730.54, 8796.53,\n",
" 8860.9 , 8907.87, 9002.25, 9090.67, 9137.27, 9201.6 ,\n",
" 9276.29, 9322.13, 9365.66, 9432.84, 9521.1 , 9622.26,\n",
" 9664.43, 9718.42, 9782.96, 9821.24, 9862.27, 9938.14,\n",
" 9986.26, 10047.23, 10118.01, 10162.93, 10206.56, 10238.7 ,\n",
" 10286.94, 10328.45, 10377.18, 10420.54, 10487.11, 10526.77,\n",
" 10567.89, 10610.7 , 10661.25, 10752.05, 10806.55, 10877.25,\n",
" 10967.04, 11100.88, 11157.66, 11209.14, 11261.21, 11321.79,\n",
" 11396.23, 11451.45, 11495.79, 11573.13, 11620.31, 11688.12,\n",
" 11726.18, 11785.78, 11821.58, 11856.98, 11895.98, 11941.42,\n",
" 11990.91]), array([ 20.9 , 72.8 , 111.45, 155.9 , 201.98, 247.02,\n",
" 317.58, 353.27, 402.3 , 451.14, 551.52, 607.53,\n",
" 696.4 , 746.97, 822.66, 874.31, 951.19, 998.93,\n",
" 1048.27, 1147.77, 1216.9 , 1258.53, 1317.98, 1367.69,\n",
" 1439.65, 1483.18, 1570.43, 1651.37, 1693.71, 1737.26,\n",
" 1809.04, 1897.71, 1941.23, 1988.88, 2035.43, 2251.31,\n",
" 2303.16, 2372.03, 2440.98, 2496.17, 2536.99, 2622.5 ,\n",
" 2659.09, 2696.96, 2746.71, 2824.52, 2918.41, 2961.25,\n",
" 3027.26, 3087.94, 3133.54, 3187.04, 3235.61, 3307.44,\n",
" 3357.78, 3435.57, 3496.55, 3567.4 , 3632.17, 3683.81,\n",
" 3722.17, 3782.51, 3838.06, 3901.95, 4022.01, 4090.66,\n",
" 4145.62, 4196.44, 4258.49, 4321.79, 4383.19, 4441.93,\n",
" 4528.08, 4591.71, 4641.06, 4691.41, 4754.79, 4796.93,\n",
" 4834.12, 4889.64, 4951.2 , 5016.63, 5085.25, 5131.68,\n",
" 5207.99, 5254.95, 5392.27, 5440.18, 5490.79, 5577.03,\n",
" 5621.49, 5696.52, 5743.07, 5781.86, 5826.68, 5910.85,\n",
" 5977.16, 6059.39, 6106.41, 6162.14, 6215.36, 6267.58,\n",
" 6315.94, 6401.81, 6457.51, 6532.85, 6600.47, 6648.76,\n",
" 6687.5 , 6751.53, 6830.15, 6867.11, 6911.07, 6972.17,\n",
" 7007.92, 7081.87, 7119.2 , 7182.23, 7233.02, 7277. ,\n",
" 7351.36, 7421.08, 7486.27, 7567.74, 7608.1 , 7706.18,\n",
" 7772.91, 7832.94, 7910.88, 8002.32, 8082.05, 8181.84,\n",
" 8276.32, 8332.34, 8376.89, 8436.15, 8489.17, 8521.65,\n",
" 8583.45, 8633.54, 8691.49, 8728.29, 8810.63, 8874.26,\n",
" 8916.89, 8996.49, 9050.88, 9102.56, 9161.47, 9212.76,\n",
" 9282.81, 9329.07, 9377.31, 9432.11, 9488.7 , 9527.1 ,\n",
" 9567.14, 9629.14, 9707.8 , 9783.59, 9877.19, 9926.68,\n",
" 9990.65, 10066.84, 10113.25, 10191.78, 10241.2 , 10291.15,\n",
" 10339.34, 10387.11, 10464.92, 10511.39, 10597.56, 10642.07,\n",
" 10706.4 , 10757.32, 10808.39, 10869.23, 10931.11, 10972.77,\n",
" 11027.62, 11086.71, 11132.77, 11177.29, 11216.49, 11271.2 ,\n",
" 11322.12, 11401.75, 11451.41, 11566.68, 11630.71, 11734.09,\n",
" 11776.25, 11896.54, 11934.8 ]), array([ 22.11, 62.76, 121.88, 166.04, 247.27, 316.28,\n",
" 376.26, 432.07, 471. , 543.07, 595.41, 697.5 ,\n",
" 758.41, 820.54, 901.69, 942.74, 997.74, 1066.57,\n",
" 1126.92, 1222.56, 1271.92, 1321.53, 1371.62, 1418.81,\n",
" 1479.43, 1536.79, 1589.22, 1637.13, 1711.23, 1756.61,\n",
" 1797.42, 1892.52, 1973.16, 2053.36, 2121.43, 2157.42,\n",
" 2207.03, 2246.09, 2331.31, 2382.3 , 2422. , 2512.63,\n",
" 2597.97, 2632.82, 2695.74, 2736.89, 2774.16, 2848.06,\n",
" 2897.39, 2961.97, 3017.6 , 3099.43, 3156.39, 3223.9 ,\n",
" 3301.63, 3361.45, 3444.78, 3557.26, 3598.27, 3646.78,\n",
" 3706.43, 3777.81, 3813.46, 3947.53, 4100.83, 4159.44,\n",
" 4201.7 , 4248.4 , 4300.96, 4352.04, 4422. , 4506.07,\n",
" 4561.27, 4617.93, 4678.05, 4725.89, 4767.34, 4841.67,\n",
" 4876.87, 4926.41, 4979.16, 5080.68, 5132.37, 5206.87,\n",
" 5273.8 , 5317.87, 5365.28, 5412.43, 5456.57, 5577.23,\n",
" 5622.35, 5680.93, 5733.17, 5836.37, 5922.67, 6017.41,\n",
" 6079.33, 6137.92, 6227.89, 6266.13, 6312.47, 6371.31,\n",
" 6415.87, 6512.33, 6591.02, 6676.71, 6732.08, 6811. ,\n",
" 6860.79, 6940.49, 7001.53, 7063.14, 7097.08, 7131.87,\n",
" 7197.07, 7282.38, 7368.56, 7423.87, 7473.27, 7536.51,\n",
" 7592.87, 7646.81, 7697.26, 7749.05, 7815.95, 7867.75,\n",
" 7933.01, 7976.42, 8017.62, 8086.95, 8126.29, 8221.08,\n",
" 8286.73, 8397.02, 8451.86, 8496.38, 8527.54, 8583.56,\n",
" 8637.6 , 8702.65, 8746. , 8803.01, 8851.35, 8902.59,\n",
" 8978.96, 9028.09, 9069.1 , 9146.62, 9189.95, 9241.4 ,\n",
" 9317.06, 9400.08, 9468.01, 9529.68, 9586.98, 9628.73,\n",
" 9676.8 , 9731.56, 9822.13, 9867.62, 9917.02, 9953.51,\n",
" 10003.32, 10043.41, 10092.75, 10147.34, 10203.37, 10271.61,\n",
" 10322.01, 10427.27, 10471.8 , 10541.65, 10675.84, 10827.4 ,\n",
" 10877.88, 10951.09, 11001.16, 11061.76, 11108.33, 11141.95,\n",
" 11215.72, 11286.44, 11372.21, 11447.25, 11497.15, 11541.11,\n",
" 11606.65, 11664.05, 11707.41, 11771.78, 11810.9 , 11876.89,\n",
" 11937.31, 11978.12]), array([ 18.47, 76.13, 110.62, 166.52, 248.95, 316. ,\n",
" 372.87, 416.17, 461.1 , 509.59, 559.15, 605.96,\n",
" 651.03, 738.11, 788.09, 843.07, 922.63, 968.25,\n",
" 1081.31, 1167.59, 1213.23, 1271.52, 1368.33, 1436.81,\n",
" 1549.15, 1602.25, 1651.32, 1689.73, 1752.35, 1793.59,\n",
" 1842.13, 1888.79, 1937.8 , 1981.7 , 2018.34, 2102.43,\n",
" 2143.32, 2178.19, 2240.24, 2282.74, 2337.12, 2388.65,\n",
" 2457.81, 2518.71, 2568.28, 2647.24, 2717.06, 2768.2 ,\n",
" 2874.04, 2937.27, 2987.32, 3042.66, 3098. , 3248.17,\n",
" 3303.22, 3351.68, 3402.98, 3483.82, 3533.94, 3593.67,\n",
" 3645.1 , 3701.92, 3756.22, 3812.74, 3919.47, 3977.46,\n",
" 4093.05, 4132.07, 4218.65, 4284.75, 4341.55, 4403. ,\n",
" 4447.47, 4513.69, 4578.57, 4646.8 , 4700.45, 4741.97,\n",
" 4841.76, 4902.84, 4992.05, 5112.38, 5210.74, 5253.23,\n",
" 5322.21, 5401.27, 5456.95, 5546.77, 5595.04, 5666.13,\n",
" 5702.04, 5793.03, 5859.12, 5987.18, 6018.26, 6066.12,\n",
" 6123.36, 6217.5 , 6261.89, 6318.17, 6393.92, 6456.86,\n",
" 6515.61, 6577.64, 6711.73, 6796.4 , 6840.56, 6883.11,\n",
" 6956.21, 7142.2 , 7217.27, 7253.15, 7300.92, 7351.36,\n",
" 7415.47, 7457.08, 7504.36, 7576.9 , 7651.3 , 7737.45,\n",
" 7835.87, 7886.46, 7961.86, 8010.95, 8055.79, 8151.88,\n",
" 8215.89, 8307.91, 8357.36, 8400.72, 8466.97, 8543.3 ,\n",
" 8586.58, 8652.57, 8713.06, 8755.76, 8787.48, 8851.36,\n",
" 8906.17, 8946.6 , 8993.73, 9082.81, 9147.19, 9197.76,\n",
" 9302.74, 9376.17, 9431.83, 9481.6 , 9533.5 , 9588.22,\n",
" 9681.41, 9729.95, 9822.99, 9918.53, 9970.72, 10021.86,\n",
" 10101.5 , 10140.82, 10222.65, 10312.65, 10356.2 , 10477.64,\n",
" 10540.39, 10597.17, 10646.6 , 10696.87, 10736.89, 10856.17,\n",
" 10901.07, 11022.87, 11061.24, 11126.01, 11182.22, 11233.9 ,\n",
" 11300.48, 11361.89, 11405.89, 11465.66, 11508.14, 11553.86,\n",
" 11598.13, 11692.06, 11742.67, 11870.57, 11936.25, 11986.18]), array([ 14.36, 52.05, 105.74, 172.23, 211.84, 333.08,\n",
" 389.25, 440.93, 492.13, 528.77, 601.51, 685.54,\n",
" 725.73, 781.2 , 836.68, 893.15, 936.62, 1006.92,\n",
" 1055.16, 1108.38, 1187.3 , 1291.5 , 1345.63, 1391.61,\n",
" 1476.18, 1547.68, 1672. , 1751.93, 1792.81, 1844.79,\n",
" 1923.36, 1996.98, 2076.93, 2129.33, 2205.74, 2246.84,\n",
" 2345.91, 2396.35, 2580.81, 2643.22, 2686.67, 2732.48,\n",
" 2876.07, 2971.65, 3035.44, 3083.13, 3131.05, 3258.11,\n",
" 3347.47, 3392.93, 3462.99, 3505.35, 3559.44, 3617.23,\n",
" 3696.13, 3772.38, 3822.44, 3876.98, 3941.83, 3992.81,\n",
" 4088.42, 4143.36, 4206.3 , 4245.86, 4311.15, 4380.91,\n",
" 4447.45, 4487.64, 4572.98, 4646.35, 4787. , 4850.21,\n",
" 4886.17, 4978.09, 5048.23, 5087.89, 5136.23, 5296.04,\n",
" 5341.23, 5413.79, 5453.9 , 5507.24, 5550.04, 5611.55,\n",
" 5745.84, 5780.25, 5846.57, 5892.68, 5947.2 , 6011.51,\n",
" 6072.39, 6156.65, 6226.54, 6304.49, 6358.42, 6421.23,\n",
" 6461.43, 6505.35, 6548.31, 6592.03, 6652.55, 6706.96,\n",
" 6762.64, 6845.96, 6932.51, 6980.45, 7017.47, 7056.12,\n",
" 7101.57, 7176.52, 7237.28, 7333.27, 7415.9 , 7471.59,\n",
" 7517.96, 7612.48, 7725.11, 7835.91, 7936.66, 7981.94,\n",
" 8028.84, 8060.8 , 8166.95, 8216.18, 8252.36, 8292.76,\n",
" 8368.56, 8442.36, 8537.14, 8576.36, 8661.84, 8721.06,\n",
" 8766.92, 8816.71, 8897.25, 8937.43, 8987.5 , 9030.93,\n",
" 9127.74, 9236.92, 9282.12, 9322.8 , 9372.48, 9411.48,\n",
" 9537.63, 9606.16, 9671.33, 9716.32, 9765.63, 9840.63,\n",
" 9881.73, 9923.21, 9992.3 , 10072.4 , 10136.54, 10257.16,\n",
" 10316.73, 10378.36, 10436.05, 10489.38, 10548.4 , 10601.71,\n",
" 10659.41, 10714.3 , 10771.24, 10804.4 , 10842.26, 10927.62,\n",
" 10967.6 , 11011.43, 11092.25, 11161.22, 11197.76, 11271.3 ,\n",
" 11336.36, 11431.99, 11489.3 , 11541.91, 11603.51, 11666. ,\n",
" 11712.82, 11772.04, 11836.15, 11881.99, 11993.92]), array([ 16.43, 57.92, 111.85, 181.17, 217.2 , 272.4 ,\n",
" 343.11, 392.96, 487.01, 552.53, 614.96, 653.47,\n",
" 710.73, 792.67, 872.27, 910.67, 960.96, 1048.07,\n",
" 1145. , 1223.24, 1302.22, 1367.05, 1416.53, 1452.6 ,\n",
" 1506.68, 1550.68, 1630.45, 1667.67, 1723.2 , 1784.14,\n",
" 1828.7 , 1905.93, 1986.79, 2046.38, 2126.95, 2197.21,\n",
" 2252.13, 2333.59, 2387.09, 2493.46, 2532.14, 2579.25,\n",
" 2641.99, 2676.31, 2728.25, 2783.24, 2846.17, 2886.93,\n",
" 2937.45, 3047. , 3097.73, 3152.09, 3222.23, 3262.48,\n",
" 3311.66, 3360.93, 3425.97, 3477.1 , 3514.12, 3602.61,\n",
" 3677.11, 3740.61, 3793.13, 3890.35, 3960.03, 4012.7 ,\n",
" 4071.38, 4148.8 , 4189.78, 4250.91, 4296.82, 4338.03,\n",
" 4378.88, 4445.42, 4488.42, 4526.85, 4570.73, 4623.69,\n",
" 4698.27, 4756.68, 4793.31, 4866.39, 4930.85, 5026.1 ,\n",
" 5092.61, 5166.46, 5215.19, 5277.5 , 5358.01, 5441.98,\n",
" 5480.97, 5521.96, 5596.54, 5657.52, 5711.42, 5769. ,\n",
" 5820.97, 5865.49, 5911.7 , 5962.84, 6002.06, 6049.19,\n",
" 6116.5 , 6165.82, 6247.05, 6286.77, 6339.23, 6411.09,\n",
" 6536.82, 6582.06, 6646.37, 6706.59, 6756.49, 6791.08,\n",
" 6832.02, 6912.5 , 7097.46, 7151.37, 7218.4 , 7263.58,\n",
" 7332.54, 7394.33, 7484.96, 7522.58, 7582.03, 7672.18,\n",
" 7731.77, 7776.74, 7841.78, 7885.74, 7936.13, 7978.85,\n",
" 8041.94, 8073.59, 8116.39, 8183.48, 8251.02, 8292.45,\n",
" 8353.94, 8401.6 , 8476.33, 8587.01, 8636.36, 8724.03,\n",
" 8844.21, 8903.47, 8997.48, 9076.91, 9127.27, 9181.36,\n",
" 9267.78, 9321.77, 9366.5 , 9493.93, 9562.95, 9651.68,\n",
" 9743.73, 9803.3 , 9891.48, 9968.67, 10047.02, 10082.54,\n",
" 10126.81, 10226.44, 10288.63, 10327.9 , 10371.76, 10433.89,\n",
" 10513.33, 10672.11, 10711.53, 10767.43, 10838.23, 10882.21,\n",
" 10927.61, 10966.27, 11031.72, 11070.28, 11129.29, 11168.62,\n",
" 11233.42, 11280.85, 11325.88, 11381.32, 11450.93, 11489.85,\n",
" 11543.85, 11580.67, 11623.05, 11676.97, 11707.19, 11758.39,\n",
" 11792.58, 11842.49, 11929.43, 11971.12]), array([ 20.35, 117.22, 166.69, 223.25, 292.67, 337.76,\n",
" 380.93, 495.91, 541.36, 624.5 , 671.97, 712.12,\n",
" 781.15, 826.29, 891.43, 942.25, 1007.93, 1061.23,\n",
" 1121.88, 1170.75, 1236.93, 1274.45, 1325.99, 1372.57,\n",
" 1409.96, 1467.32, 1622.15, 1679.77, 1727.28, 1812.26,\n",
" 1882.61, 1917.99, 2012.64, 2053.62, 2106.37, 2152.82,\n",
" 2213.92, 2303.16, 2402.03, 2506.92, 2572.98, 2620.7 ,\n",
" 2691.14, 2768.48, 2837.47, 2886.51, 2952.57, 3046.89,\n",
" 3097.46, 3151.01, 3188.58, 3232.62, 3282.87, 3329.7 ,\n",
" 3390.72, 3428.5 , 3463.58, 3546.96, 3616.84, 3683.72,\n",
" 3746.41, 3812.13, 3866.64, 3916.62, 4032.6 , 4098.58,\n",
" 4138.09, 4178.16, 4258.53, 4391.57, 4448.26, 4526.23,\n",
" 4576.3 , 4643.1 , 4698.89, 4761.89, 4827.25, 4871.56,\n",
" 4956.83, 5026.77, 5060.75, 5123.79, 5176.9 , 5215.56,\n",
" 5266.43, 5332. , 5387.09, 5448.17, 5512.59, 5563.68,\n",
" 5607.06, 5662.6 , 5706.91, 5756.29, 5836.39, 5896.66,\n",
" 5939.04, 5983.58, 6042.58, 6171.74, 6232.69, 6301.49,\n",
" 6359.13, 6411.02, 6455.7 , 6498.44, 6571.68, 6670.84,\n",
" 6711.05, 6757.1 , 6796.3 , 6841.75, 6957.8 , 7016.27,\n",
" 7101.06, 7142.36, 7206.36, 7279.01, 7357.94, 7420.94,\n",
" 7479.61, 7531.3 , 7597.4 , 7676.78, 7723.11, 7767.41,\n",
" 7818.58, 7867.85, 7941.03, 7983.77, 8036.31, 8092.98,\n",
" 8131.63, 8181.74, 8223.48, 8271.6 , 8338.4 , 8378.78,\n",
" 8414.6 , 8492.55, 8542.01, 8591.92, 8645.49, 8703.1 ,\n",
" 8747.7 , 8806.6 , 8841.13, 8921.49, 8990.93, 9076.37,\n",
" 9122.75, 9173. , 9253.24, 9307.94, 9357.78, 9415.99,\n",
" 9471.38, 9672.94, 9781.81, 9857.67, 9894.59, 9943.55,\n",
" 9981.07, 10046.7 , 10100.93, 10147.72, 10226.92, 10275.43,\n",
" 10342.07, 10402.42, 10462.84, 10556.12, 10613.06, 10698.5 ,\n",
" 10742.74, 10782.62, 10823.32, 10888.47, 10944.07, 11000.84,\n",
" 11052.53, 11099.13, 11147.15, 11191.57, 11251.27, 11322.76,\n",
" 11375.21, 11435.67, 11488.65, 11541.26, 11581.19, 11696.63,\n",
" 11747.98, 11808.28, 11852.33, 11971.45]), array([ 12.31, 57.18, 97.19, 162.22, 211.74, 331.99,\n",
" 425.68, 503.63, 556.8 , 600.88, 664.52, 723.49,\n",
" 773.56, 821.27, 896.95, 957.84, 1010.7 , 1074.03,\n",
" 1176.93, 1261.45, 1321.7 , 1402.5 , 1503.66, 1617.38,\n",
" 1687.17, 1756.32, 1826.5 , 1876.81, 1922.34, 1967.93,\n",
" 2034.02, 2092.94, 2138.52, 2180.95, 2236.94, 2301.48,\n",
" 2372.23, 2416. , 2490.83, 2532.86, 2602.12, 2659.11,\n",
" 2706.78, 2768.85, 2839.84, 2889.17, 2977.55, 3013.78,\n",
" 3091.62, 3161.66, 3220.4 , 3279.48, 3317.09, 3431.62,\n",
" 3501.17, 3564.76, 3652.58, 3704.12, 3751.14, 3801.69,\n",
" 3843.34, 3881.31, 3971.38, 4072.05, 4132.54, 4221.04,\n",
" 4256.89, 4322.02, 4398.4 , 4449. , 4501.16, 4543.9 ,\n",
" 4646.78, 4707.17, 4749.05, 4801.79, 4878.01, 4927.95,\n",
" 5006.61, 5051.31, 5098.48, 5155.87, 5217.54, 5316.38,\n",
" 5373.23, 5412.1 , 5467.29, 5511.97, 5574.27, 5621.4 ,\n",
" 5686.14, 5755.86, 5796.01, 5886.66, 5941.15, 5991.15,\n",
" 6029.65, 6136.67, 6252.54, 6302.23, 6367.78, 6424.11,\n",
" 6460.38, 6521.68, 6586.76, 6680.92, 6761.96, 6806.85,\n",
" 6907.32, 6958.15, 7017.28, 7097.19, 7137.62, 7171.82,\n",
" 7276.9 , 7368.26, 7542.22, 7600.57, 7647.42, 7738.21,\n",
" 7806.57, 7867.2 , 7916.63, 7993.85, 8089.5 , 8236.23,\n",
" 8310.85, 8357.96, 8438.01, 8483.84, 8536.9 , 8570.26,\n",
" 8631.08, 8716.61, 8768.08, 8831.6 , 8887.76, 8996.43,\n",
" 9048.58, 9110.15, 9165.2 , 9233.25, 9285.56, 9331.64,\n",
" 9372.75, 9442.36, 9494.12, 9532.43, 9586.7 , 9658.53,\n",
" 9721.59, 9786.51, 9830.72, 9896.23, 9943.64, 9990.63,\n",
" 10132.9 , 10236.39, 10281.38, 10327.72, 10386.04, 10466.19,\n",
" 10509.39, 10563.97, 10611.38, 10653.76, 10691.44, 10807.42,\n",
" 10890.61, 10967.97, 11008.49, 11138.3 , 11180.81, 11249.01,\n",
" 11307.2 , 11377.91, 11442.79, 11473.91, 11519.14, 11611.28,\n",
" 11681.37, 11741.36, 11789.14, 11825.85, 11876.91, 11933.34]), array([ 16.71, 70.77, 214.77, 284.06, 336.17, 376.45,\n",
" 428.27, 502.72, 543.17, 591.76, 738.45, 836.63,\n",
" 872.85, 946.41, 986.68, 1076.47, 1122.72, 1180.3 ,\n",
" 1216.09, 1301.45, 1341.56, 1376.01, 1436.2 , 1489.6 ,\n",
" 1546.08, 1638.42, 1697.13, 1752.08, 1810.9 , 1855.47,\n",
" 1923.87, 2002.25, 2067.45, 2118.34, 2174.35, 2256.85,\n",
" 2310.31, 2421.7 , 2477.05, 2532.05, 2577.79, 2640.69,\n",
" 2702.07, 2748.9 , 2856.09, 2908.9 , 2991.48, 3052.53,\n",
" 3107.42, 3153.4 , 3197.01, 3249.04, 3283.06, 3350.88,\n",
" 3401.64, 3540.17, 3616.48, 3676.53, 3757.84, 3821.36,\n",
" 3911.44, 3955.85, 4020.97, 4112.09, 4186.32, 4237.29,\n",
" 4282.61, 4337.06, 4374.76, 4442.17, 4490.42, 4565.86,\n",
" 4612.05, 4716.57, 4777. , 4839.18, 4956.19, 5002.7 ,\n",
" 5052.38, 5114.66, 5169.04, 5232.96, 5277.5 , 5346.41,\n",
" 5408.83, 5456.46, 5505.53, 5555.9 , 5621.76, 5658.05,\n",
" 5696.62, 5750.68, 5793.33, 5835.42, 5912.61, 5981.9 ,\n",
" 6013.86, 6082.42, 6171.19, 6221.64, 6331.45, 6386.97,\n",
" 6438.09, 6491.38, 6542.2 , 6591.11, 6636.1 , 6687.62,\n",
" 6737.33, 6776.73, 6907.31, 6967.03, 7016.97, 7062.61,\n",
" 7120.61, 7175.65, 7260.85, 7386.81, 7457.67, 7512.05,\n",
" 7562.6 , 7627.08, 7681.28, 7763.42, 7851.07, 7900.76,\n",
" 7952.37, 8032.85, 8082.19, 8132.64, 8186.69, 8252.09,\n",
" 8292.09, 8338.9 , 8392.46, 8444.45, 8522.3 , 8601.83,\n",
" 8652.1 , 8705.63, 8770.44, 8847.04, 8893.96, 8956.76,\n",
" 9032.46, 9086.5 , 9148.32, 9196.52, 9255.6 , 9300.55,\n",
" 9383.58, 9457.36, 9549.36, 9610.65, 9646.57, 9686.59,\n",
" 9740.81, 9796.29, 9840.13, 9921.53, 9980.56, 10051.26,\n",
" 10106.8 , 10178.28, 10216.99, 10288.65, 10338.16, 10411.78,\n",
" 10458.85, 10507.4 , 10566.58, 10610.66, 10663.21, 10702.78,\n",
" 10833.54, 10898.16, 10956.5 , 11006.11, 11062.06, 11125.97,\n",
" 11168.52, 11225.64, 11286.55, 11342.03, 11458.01, 11531.98,\n",
" 11658.43, 11701.45, 11743.87, 11844.47, 11891.61, 11951.04]), array([ 27.31, 87.06, 151.03, 201.64, 231.86, 270.91,\n",
" 357.89, 461.76, 529.51, 620.88, 765.69, 820.85,\n",
" 882.34, 918.63, 972.27, 1043.34, 1116.72, 1172.2 ,\n",
" 1212.03, 1269.93, 1311.34, 1342.73, 1457.04, 1528.7 ,\n",
" 1594.25, 1671.9 , 1732.29, 1821.56, 1888.95, 1937.27,\n",
" 2004.78, 2077.18, 2139.7 , 2182.44, 2262.49, 2302.15,\n",
" 2382.25, 2436.06, 2472.78, 2531.97, 2599.09, 2641.68,\n",
" 2731.76, 2792.24, 2851.62, 2929.59, 2965.92, 3020.41,\n",
" 3073.48, 3161.21, 3216.32, 3258.91, 3333.7 , 3503.44,\n",
" 3578.87, 3678.46, 3718.6 , 3761.49, 3797.49, 3837.14,\n",
" 3907.53, 3967.8 , 4008.09, 4071.78, 4127.26, 4172.18,\n",
" 4215.93, 4282.85, 4326.81, 4401.8 , 4481.88, 4550.84,\n",
" 4608.05, 4661.2 , 4741.74, 4796.36, 4852.82, 4987.61,\n",
" 5096.1 , 5165.29, 5211.66, 5266.94, 5375.09, 5422.23,\n",
" 5506.11, 5647.16, 5697.87, 5773.08, 5841.23, 5906.78,\n",
" 5979.14, 6046.89, 6132.4 , 6184.13, 6266.37, 6321.85,\n",
" 6374.92, 6442.75, 6491.89, 6538.84, 6588.17, 6653.31,\n",
" 6733.42, 6785.65, 6855.85, 6912.49, 6961.39, 7036.19,\n",
" 7098.15, 7136.91, 7191.52, 7281.4 , 7349.24, 7392.9 ,\n",
" 7479.88, 7551.76, 7602.11, 7657. , 7707.51, 7776.57,\n",
" 7836.84, 7888.76, 7955.92, 8013.57, 8072.21, 8141.12,\n",
" 8181.88, 8233.01, 8291.94, 8356.22, 8396.23, 8463.43,\n",
" 8501.2 , 8572.4 , 8622.44, 8736.47, 8793.62, 8842.5 ,\n",
" 8961.12, 9017.06, 9058.03, 9117.05, 9163.69, 9230.47,\n",
" 9327.83, 9379.3 , 9432.04, 9485.44, 9558.26, 9602.55,\n",
" 9642.87, 9701.45, 9751.53, 9805.19, 9876.75, 9920.35,\n",
" 9974.09, 10031.37, 10103.97, 10166.47, 10206.36, 10248.87,\n",
" 10308.58, 10390.7 , 10453.77, 10491.8 , 10536.21, 10606.1 ,\n",
" 10668.37, 10736.82, 10808.15, 10868.56, 10910.9 , 10956.09,\n",
" 11029.09, 11080.22, 11175.76, 11226.9 , 11284.55, 11320.61,\n",
" 11361.64, 11401.94, 11462.04, 11539.31, 11575.79, 11622.99,\n",
" 11701.2 , 11766.59, 11801.97, 11861.62, 11940.01])]\n"
]
}
],
"source": [
"print(spike_times)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "20e3191c",
"metadata": {},
"outputs": [],
"source": [
"import scipy.io\n",
"import numpy as np\n",
"\n",
"\n",
"file_path = 'data0.mat'\n",
"scipy.io.savemat(file_path, {'data0': spike_times[0]})\n",
"\n",
"file_path = 'data1.mat'\n",
"scipy.io.savemat(file_path, {'data1': spike_times[1]})\n",
"\n",
"file_path = 'data2.mat'\n",
"scipy.io.savemat(file_path, {'data2': spike_times[2]})\n",
"\n",
"file_path = 'data3.mat'\n",
"scipy.io.savemat(file_path, {'data3': spike_times[3]})\n",
"\n",
"file_path = 'data4.mat'\n",
"scipy.io.savemat(file_path, {'data4': spike_times[4]})\n",
"\n",
"file_path = 'data5.mat'\n",
"scipy.io.savemat(file_path, {'data5': spike_times[5]})\n",
"\n",
"file_path = 'data6.mat'\n",
"scipy.io.savemat(file_path, {'data6': spike_times[6]})\n",
"\n",
"file_path = 'data7.mat'\n",
"scipy.io.savemat(file_path, {'data7': spike_times[7]})\n",
"\n",
"file_path = 'data8.mat'\n",
"scipy.io.savemat(file_path, {'data8': spike_times[8]})\n",
"\n",
"file_path = 'data9.mat'\n",
"scipy.io.savemat(file_path, {'data9': spike_times[9]})\n",
"\n",
"file_path = 'data10.mat'\n",
"scipy.io.savemat(file_path, {'data10': spike_times[10]})\n",
"\n",
"file_path = 'data11.mat'\n",
"scipy.io.savemat(file_path, {'data11': spike_times[11]})\n",
"\n",
"file_path = 'data12.mat'\n",
"scipy.io.savemat(file_path, {'data12': spike_times[12]})\n",
"\n",
"file_path = 'data13.mat'\n",
"scipy.io.savemat(file_path, {'data13': spike_times[13]})\n",
"\n",
"file_path = 'data14.mat'\n",
"scipy.io.savemat(file_path, {'data14': spike_times[14]})\n",
"\n",
"file_path = 'data15.mat'\n",
"scipy.io.savemat(file_path, {'data15': spike_times[15]})\n",
"\n",
"file_path = 'data16.mat'\n",
"scipy.io.savemat(file_path, {'data16': spike_times[16]})\n",
"\n",
"file_path = 'data17.mat'\n",
"scipy.io.savemat(file_path, {'data17': spike_times[17]})\n",
"\n",
"file_path = 'data18.mat'\n",
"scipy.io.savemat(file_path, {'data18': spike_times[18]})\n",
"\n",
"file_path = 'data19.mat'\n",
"scipy.io.savemat(file_path, {'data19': spike_times[19]})\n",
"\n",
"file_path = 'data20.mat'\n",
"scipy.io.savemat(file_path, {'data20': spike_times[20]})\n",
"\n",
"file_path = 'data21.mat'\n",
"scipy.io.savemat(file_path, {'data21': spike_times[21]})\n",
"\n",
"file_path = 'data22.mat'\n",
"scipy.io.savemat(file_path, {'data22': spike_times[22]})\n",
"\n",
"file_path = 'data23.mat'\n",
"scipy.io.savemat(file_path, {'data23': spike_times[23]})\n",
"\n",
"file_path = 'data24.mat'\n",
"scipy.io.savemat(file_path, {'data24': spike_times[24]})\n",
"\n",
"file_path = 'data25.mat'\n",
"scipy.io.savemat(file_path, {'data25': spike_times[25]})\n",
"\n",
"file_path = 'data26.mat'\n",
"scipy.io.savemat(file_path, {'data26': spike_times[26]})\n",
"\n",
"file_path = 'data27.mat'\n",
"scipy.io.savemat(file_path, {'data27': spike_times[27]})\n",
"\n",
"file_path = 'data28.mat'\n",
"scipy.io.savemat(file_path, {'data28': spike_times[28]})\n",
"\n",
"file_path = 'data29.mat'\n",
"scipy.io.savemat(file_path, {'data29': spike_times[29]})\n",
"\n",
"file_path = 'data30.mat'\n",
"scipy.io.savemat(file_path, {'data30': spike_times[30]})\n",
"\n",
"file_path = 'data31.mat'\n",
"scipy.io.savemat(file_path, {'data31': spike_times[31]})\n",
"\n",
"file_path = 'data32.mat'\n",
"scipy.io.savemat(file_path, {'data32': spike_times[32]})\n",
"\n",
"file_path = 'data33.mat'\n",
"scipy.io.savemat(file_path, {'data33': spike_times[33]})\n",
"\n",
"file_path = 'data34.mat'\n",
"scipy.io.savemat(file_path, {'data34': spike_times[34]})\n",
"\n",
"file_path = 'data35.mat'\n",
"scipy.io.savemat(file_path, {'data35': spike_times[35]})\n",
"\n",
"file_path = 'data36.mat'\n",
"scipy.io.savemat(file_path, {'data36': spike_times[36]})\n",
"\n",
"file_path = 'data37.mat'\n",
"scipy.io.savemat(file_path, {'data37': spike_times[37]})\n",
"\n",
"file_path = 'data38.mat'\n",
"scipy.io.savemat(file_path, {'data38': spike_times[38]})\n",
"\n",
"file_path = 'data39.mat'\n",
"scipy.io.savemat(file_path, {'data39': spike_times[39]})\n",
"\n",
"file_path = 'data40.mat'\n",
"scipy.io.savemat(file_path, {'data40': spike_times[40]})\n",
"\n",
"file_path = 'data41.mat'\n",
"scipy.io.savemat(file_path, {'data41': spike_times[41]})\n",
"\n",
"file_path = 'data42.mat'\n",
"scipy.io.savemat(file_path, {'data42': spike_times[42]})\n",
"\n",
"file_path = 'data43.mat'\n",
"scipy.io.savemat(file_path, {'data43': spike_times[43]})\n",
"\n",
"file_path = 'data44.mat'\n",
"scipy.io.savemat(file_path, {'data44': spike_times[44]})\n",
"\n",
"file_path = 'data45.mat'\n",
"scipy.io.savemat(file_path, {'data45': spike_times[45]})\n",
"\n",
"file_path = 'data46.mat'\n",
"scipy.io.savemat(file_path, {'data46': spike_times[46]})\n",
"\n",
"file_path = 'data47.mat'\n",
"scipy.io.savemat(file_path, {'data47': spike_times[47]})\n",
"\n",
"file_path = 'data48.mat'\n",
"scipy.io.savemat(file_path, {'data48': spike_times[48]})\n",
"\n",
"file_path = 'data49.mat'\n",
"scipy.io.savemat(file_path, {'data49': spike_times[49]})\n",
"\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d353eff4",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.8"
}
},
"nbformat": 4,
"nbformat_minor": 5
}